Image Retrieval

Author

Steven Ndung’u et al.

Published

July 25, 2024

Model Evaluation COSFIRE Filters Approach


Introduction

We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).

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The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).

Code 
class CosfireNet(nn.Module):
    def __init__(self, input_size, bitsize, l1_reg, l2_reg):
        super(CosfireNet, self).__init__()
        self.l1_reg = l1_reg
        self.l2_reg = l2_reg
        self.hd = nn.Sequential(
            nn.Linear(input_size, 300),
            nn.BatchNorm1d(300),
            nn.Tanh(),
            nn.Linear(300, 200),
            nn.BatchNorm1d(200),
            nn.Tanh(),
            nn.Linear(200, bitsize),
            nn.Tanh()
        )
    def forward(self, x):
        regularization_loss = 0.0
        for param in self.hd.parameters():
            regularization_loss += torch.sum(torch.abs(param)) * self.l1_reg  # L1 regularization
            regularization_loss += torch.sum(param ** 2) * self.l2_reg  # L2 regularization
        return self.hd(x), regularization_loss

Without regularization

With regularization
Tip

tiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.


The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
12 372 32 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 42.66 86.58 86.86 86.42 86.03 87.17 86.15 86.21 86.76 87.73 89.61 87.45 89.52 88.31 87.96 88.93 89.06 87.22 87.39 89.40 81.33 88.04 87.74 87.83 88.13
13 372 32 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 87.44 87.83 86.16 88.96 88.32 87.70 86.70 88.87 88.58 88.51 87.15 89.77 88.92 90.14 88.54 90.37 86.64 89.53 88.41 89.23 88.78 89.02 87.30 87.25 89.85
14 372 32 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.81 86.62 87.13 88.56 87.77 89.18 42.66 88.69 86.97 88.19 87.95 89.21 89.84 87.73 88.66 88.12 85.72 88.89 89.02 88.52 88.14 88.34 87.83 86.98 88.18
15 372 32 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 88.28 88.76 87.33 87.42 87.71 85.35 87.24 86.05 87.51 87.68 88.41 89.48 87.44 88.57 86.85 89.43 88.41 89.16 88.18 86.60 89.58 88.16 88.24 86.48 89.42
32 372 32 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 87.66 86.19 86.33 86.43 82.90 88.90 87.91 89.39 86.90 88.97 88.29 87.47 87.25 89.65 88.86 89.43 85.05 88.89 88.37 87.03 87.80 87.66 89.12 87.85 88.67
33 372 32 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 87.67 87.86 87.32 88.54 87.07 87.19 90.65 87.68 88.26 88.02 89.57 89.61 89.72 89.43 88.99 89.04 89.43 87.30 88.12 88.10 87.52 87.79 88.54 89.53 88.39
34 372 32 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 88.33 89.07 86.48 88.97 87.45 88.14 87.68 89.49 88.13 88.77 89.19 89.04 89.16 87.54 90.11 90.14 88.19 89.30 88.56 87.31 87.26 87.91 88.83 87.78 88.10
35 372 32 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 86.96 86.87 86.80 85.71 89.27 88.55 88.01 86.91 89.19 87.91 88.20 89.58 87.30 87.89 87.30 88.26 89.92 88.32 87.24 88.81 88.28 87.68 87.86 88.52 88.11
52 372 32 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 85.53 86.07 87.64 88.59 87.57 86.65 87.40 88.46 88.47 87.38 89.21 89.59 87.53 88.32 88.46 89.13 87.89 87.95 87.34 87.12 87.92 88.84 88.94 87.81 88.27
53 372 32 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 88.83 87.99 85.94 89.62 87.94 86.34 87.24 89.11 88.41 87.54 88.15 89.56 88.23 86.82 87.34 87.69 42.66 87.61 89.19 87.85 88.33 87.83 89.32 88.48 87.28
54 372 32 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 87.01 87.35 85.57 89.20 87.38 87.47 86.78 89.29 87.83 88.00 88.65 87.90 89.63 88.32 88.31 86.53 89.15 87.63 87.16 87.14 89.19 87.30 88.80 89.70 88.81
55 372 32 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 86.84 88.27 88.09 88.58 87.91 89.92 86.94 88.92 88.98 89.01 90.06 89.10 86.33 88.68 88.79 87.52 90.00 88.16 88.88 87.93 89.00 88.74 88.29 86.04 88.39
72 372 32 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 86.05 86.07 87.58 87.86 87.38 87.92 87.86 87.17 86.03 86.74 88.65 89.64 86.31 87.71 87.88 88.96 88.05 89.23 90.24 88.46 89.50 88.71 86.55 88.96 88.43
73 372 32 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 87.17 88.12 88.36 89.14 88.50 89.32 87.39 88.58 89.39 88.00 88.22 88.43 89.77 87.43 87.79 91.22 87.63 89.31 89.11 88.31 87.23 85.20 88.55 88.37 87.36
74 372 32 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 88.24 87.55 88.25 88.54 87.58 89.18 89.00 88.54 89.62 88.75 87.76 87.73 88.43 87.36 88.59 89.07 88.94 88.92 89.03 89.17 87.49 86.36 88.95 87.24 87.49
75 372 32 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 86.66 88.23 87.91 87.91 88.11 42.66 87.42 90.53 87.32 86.67 88.10 87.36 86.33 89.14 88.81 89.50 88.93 88.99 88.60 86.91 89.32 88.34 87.18 86.85 87.04
92 372 32 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 86.07 87.25 87.91 88.03 88.19 87.95 88.99 87.56 87.06 87.50 88.58 87.82 87.46 90.48 88.44 87.70 86.87 88.79 87.83 88.02 88.34 88.83 87.79 88.47 87.02
93 372 32 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 87.33 85.40 85.71 87.12 87.45 86.98 89.64 88.47 89.20 87.80 88.76 88.96 88.78 86.76 87.23 89.47 87.82 87.95 88.48 88.72 87.92 88.27 88.22 88.68 88.73
94 372 32 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 86.14 88.73 87.75 87.56 87.91 87.62 88.94 86.68 89.99 88.56 89.00 89.53 88.94 88.33 88.46 87.72 88.93 87.45 87.09 88.01 87.78 86.44 89.08 88.27 87.58
95 372 32 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 86.76 89.02 87.56 86.90 87.80 87.76 87.94 89.39 89.06 88.18 88.01 89.84 89.05 88.43 89.64 88.26 88.41 88.65 88.24 87.90 88.15 87.46 89.32 88.62 88.93
112 372 32 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 84.84 88.09 85.44 88.34 87.26 87.55 86.96 87.76 88.46 89.18 89.57 89.46 87.98 88.03 88.19 87.82 87.87 88.66 89.64 87.19 87.52 87.96 86.58 85.70 88.70
113 372 32 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 85.29 88.96 86.71 87.14 89.55 88.10 87.67 88.54 86.78 87.87 89.20 88.64 88.32 89.03 89.40 89.79 87.70 88.48 88.45 87.86 87.95 88.01 88.51 88.95 88.66
114 372 32 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 87.98 87.35 87.91 88.30 86.45 87.84 86.19 90.12 88.59 88.64 88.36 89.05 88.45 87.18 88.47 89.35 87.71 88.12 87.80 87.98 88.30 88.15 87.51 88.94 87.12
115 372 32 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 86.16 86.90 88.11 87.13 87.31 87.69 87.77 89.38 90.29 89.01 89.33 88.06 88.55 89.89 89.29 89.05 89.09 88.83 87.63 88.29 88.36 88.30 88.53 89.22 88.23
132 372 32 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 86.70 85.54 87.63 87.37 88.00 86.69 87.72 88.37 86.24 88.65 89.29 90.58 88.00 88.68 88.43 88.21 90.66 87.09 89.88 87.95 88.79 88.32 88.08 89.11 86.70
133 372 32 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 88.58 87.98 88.35 87.36 87.97 88.07 88.44 89.09 87.15 87.68 89.21 89.19 89.03 88.74 88.42 89.56 88.65 87.75 88.86 88.84 89.93 88.77 42.66 89.59 87.59
134 372 32 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 87.62 88.16 87.13 87.66 88.59 90.59 89.29 87.54 89.06 88.37 88.94 90.51 89.24 88.46 88.73 87.22 87.98 89.37 90.09 88.78 88.28 88.97 74.03 89.78 88.96
135 372 32 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 89.13 88.49 88.84 87.90 88.72 88.88 88.90 87.77 88.07 89.01 87.99 87.83 87.99 88.04 87.83 89.43 88.49 88.25 88.11 88.57 88.04 90.45 88.77 88.26 89.73
152 372 32 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 88.88 87.72 85.74 89.42 87.13 89.20 88.83 89.13 89.05 88.91 89.06 90.29 87.40 87.82 88.72 86.52 89.25 86.57 87.82 89.73 88.99 87.78 76.30 87.56 78.41
153 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 87.94 87.59 86.60 89.37 87.47 90.79 88.81 89.68 89.24 87.91 88.12 89.52 88.48 89.77 42.66 88.61 89.15 90.29 89.12 88.74 89.95 89.46 87.12 89.12 90.01
154 372 32 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 87.74 87.70 87.61 88.44 87.71 88.85 87.55 88.37 89.67 88.10 89.20 89.36 89.53 87.43 88.75 87.32 89.41 90.38 88.94 89.24 89.48 88.68 88.84 88.97 88.42
155 372 32 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 87.37 87.92 86.07 86.98 89.02 89.58 90.23 87.00 87.93 89.44 89.99 89.36 88.36 87.66 89.35 88.00 88.85 89.94 89.44 89.19 88.12 86.64 90.16 88.21 90.24
172 372 32 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 88.76 88.38 88.89 89.94 86.58 88.90 89.08 89.19 88.08 88.61 89.44 88.87 90.04 87.62 88.79 87.67 89.55 88.81 89.18 88.22 89.09 88.86 87.76 89.54 89.62
173 372 32 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 87.82 88.11 86.58 87.97 88.82 90.72 85.13 88.95 88.09 88.89 89.87 88.15 89.12 88.08 88.05 89.50 87.87 87.72 90.19 88.48 89.70 90.78 88.89 89.55 89.03
174 372 32 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 86.76 86.53 88.63 87.29 88.42 88.18 87.49 42.66 87.90 88.13 91.25 89.10 88.51 89.15 86.75 87.69 90.28 87.35 89.94 87.39 76.29 87.07 88.73 87.98 88.02
175 372 32 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 87.50 87.36 88.33 87.19 87.97 88.70 88.01 88.07 89.66 89.65 89.31 91.77 89.48 87.39 88.55 90.16 88.84 90.92 89.59 88.91 90.57 88.36 73.31 90.44 87.79
192 372 32 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 85.66 88.29 84.81 88.05 87.34 88.02 88.13 88.54 87.13 86.86 87.89 87.34 88.00 87.90 88.55 87.40 88.30 88.37 89.35 87.01 88.55 87.88 87.47 87.95 88.40
193 372 32 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 86.36 87.78 88.28 87.64 87.18 87.48 86.68 89.30 88.23 87.85 88.20 88.93 87.55 88.72 88.04 89.75 88.54 87.74 88.79 89.52 87.94 88.28 87.94 88.74 89.32
194 372 32 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 87.74 88.43 86.82 87.63 88.33 89.02 87.04 89.19 89.54 86.51 90.11 90.75 89.66 87.40 87.90 87.61 88.13 86.67 87.74 88.22 89.28 88.04 88.20 88.12 88.30
195 372 32 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 87.13 87.64 88.70 87.33 87.66 88.01 86.45 89.61 88.78 86.98 88.15 87.89 88.34 88.30 87.38 88.44 89.43 87.08 86.92 88.23 88.28 87.37 89.04 88.98 88.37
212 372 32 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 84.73 86.67 87.74 86.53 85.24 86.51 86.93 87.28 87.78 86.71 88.12 89.00 88.40 87.69 87.20 88.23 88.20 88.20 89.43 87.57 88.65 87.50 87.91 87.48 82.90
213 372 32 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 87.05 87.23 87.40 88.24 87.14 87.50 88.65 88.31 89.72 88.77 88.65 89.20 87.72 87.78 88.57 87.11 88.32 87.75 89.16 89.24 87.97 88.12 88.04 87.53 87.40
214 372 32 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 87.37 88.37 88.21 87.62 87.29 88.36 87.83 89.58 87.96 88.00 88.75 89.21 88.10 88.52 88.66 87.33 89.59 87.54 85.44 88.35 89.18 88.13 89.08 88.66 87.35
215 372 32 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 87.45 88.19 87.83 87.87 85.15 89.17 88.78 87.74 89.61 89.12 89.52 88.85 89.82 87.74 89.28 88.12 89.68 87.57 88.10 89.23 88.29 87.84 87.57 88.26 88.95
232 372 32 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 85.24 87.80 85.86 85.35 85.94 88.30 86.68 88.63 87.43 88.64 86.44 88.95 87.98 88.43 89.20 89.80 86.77 88.41 88.05 89.00 88.22 87.52 88.83 89.63 86.55
233 372 32 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 86.79 87.18 87.44 88.61 87.31 88.53 88.43 88.00 89.47 87.36 87.46 89.68 87.11 86.82 88.14 88.68 88.91 89.19 87.56 88.00 89.16 88.68 87.29 89.41 87.28
234 372 32 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 87.96 87.95 87.99 86.98 88.46 87.79 87.02 89.44 87.66 87.28 87.97 88.94 89.63 89.48 87.51 87.14 88.48 87.86 88.15 87.54 87.64 88.76 88.19 86.93 87.66
235 372 32 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 86.44 87.95 87.99 90.37 87.57 88.63 89.69 88.91 88.93 88.69 88.65 88.25 88.70 90.15 89.78 89.74 89.43 88.24 89.46 88.40 89.10 89.50 86.92 89.67 89.14
252 372 32 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 85.84 86.07 86.93 89.26 87.39 87.84 87.41 89.84 88.74 87.16 89.11 89.30 88.09 89.45 86.76 89.03 88.44 89.15 90.23 88.96 89.53 88.87 87.93 89.21 88.52
253 372 32 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 86.56 89.09 88.87 86.43 88.56 88.12 89.20 88.79 88.31 87.03 88.13 89.29 88.03 88.80 88.79 89.72 88.47 87.36 89.22 86.61 88.34 88.78 87.81 88.80 88.47
254 372 32 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 88.46 86.11 87.73 87.30 88.46 88.72 87.89 87.98 87.67 87.67 89.51 89.84 89.22 86.37 88.97 88.87 87.49 88.04 86.81 88.33 89.21 87.42 88.61 86.80 86.69
255 372 32 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 86.07 87.44 85.19 88.77 88.12 86.63 87.78 88.69 88.12 88.85 88.61 88.77 88.58 89.13 88.79 88.51 88.21 88.21 89.70 87.46 88.73 87.21 89.75 88.62 87.71
272 372 32 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 86.85 87.64 88.90 87.48 87.03 87.46 87.58 88.50 88.62 89.14 89.50 88.21 88.51 87.37 89.21 88.51 87.99 88.61 88.72 88.76 87.43 84.11 89.12 88.77 86.82
273 372 32 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 85.15 87.31 88.55 87.32 88.51 88.33 87.98 89.45 88.42 86.67 89.54 88.77 89.03 88.59 85.93 89.37 89.34 88.28 88.92 86.02 89.37 87.78 86.66 88.04 88.15
274 372 32 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 87.29 86.35 87.44 88.59 87.98 88.41 87.71 89.85 89.04 88.40 89.20 89.38 86.97 88.34 88.81 89.01 87.51 85.78 87.94 88.91 89.48 87.28 88.72 87.65 88.71
275 372 32 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 86.01 88.21 85.56 89.03 87.50 88.18 88.30 88.40 87.61 87.98 88.67 88.54 89.11 87.52 86.59 87.78 86.49 89.12 87.38 88.08 88.03 86.76 88.19 88.03 88.31
292 372 32 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 87.34 88.42 87.36 87.44 89.27 88.44 86.11 88.83 90.37 88.62 89.73 89.88 85.24 87.72 88.34 88.87 87.65 86.93 88.02 88.90 87.22 88.10 87.64 80.18 87.47
293 372 32 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 87.08 89.67 86.99 87.35 86.85 88.92 88.79 87.61 87.63 87.49 86.70 88.44 88.44 87.48 89.44 88.44 88.22 88.41 87.67 87.20 89.67 88.03 88.02 87.80 88.83
294 372 32 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 87.06 89.18 87.29 88.85 86.50 86.48 88.23 88.43 89.51 88.69 87.38 90.39 90.68 89.59 89.05 87.56 88.00 87.64 88.99 88.63 88.20 86.87 87.31 89.19 87.62
295 372 32 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 86.52 87.85 88.33 88.06 87.33 87.61 87.34 88.52 89.63 87.69 88.02 88.49 88.13 88.36 88.62 89.07 88.71 87.81 87.34 88.50 88.98 88.15 88.03 88.68 87.83
312 372 32 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 87.33 89.78 88.48 87.69 87.56 89.58 87.97 87.80 86.52 88.01 89.74 89.74 89.62 89.68 88.28 89.04 86.97 89.78 87.77 89.57 89.05 86.57 88.36 89.00 89.28
313 372 32 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 86.05 87.74 88.49 87.43 87.63 90.41 87.31 88.15 88.24 88.90 89.03 90.03 88.63 87.59 88.47 90.37 87.90 88.68 90.72 87.65 88.24 89.06 89.20 89.08 89.09
314 372 32 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 88.04 86.87 88.23 86.74 87.88 88.85 89.48 87.91 88.62 88.30 90.15 88.50 88.63 89.18 89.00 89.79 91.24 88.37 88.11 89.68 87.81 89.94 88.70 88.39 73.75
315 372 32 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 88.28 87.77 86.53 89.66 85.69 89.33 87.97 89.00 88.38 90.15 89.88 89.77 86.78 89.42 89.16 89.86 87.11 89.18 90.81 87.50 90.41 74.11 70.22 88.89 88.39
332 372 32 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 85.64 87.36 89.31 87.01 86.75 88.81 87.24 88.53 87.74 88.08 89.45 90.77 90.36 89.00 90.77 88.92 88.12 89.50 88.41 88.36 88.71 74.73 89.30 88.98 75.87
333 372 32 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 87.20 86.82 88.29 88.49 88.04 90.27 89.04 89.19 88.72 87.65 90.39 91.06 88.75 88.35 88.57 87.83 89.11 91.08 88.71 76.73 90.02 88.57 89.23 90.12 89.83
334 372 32 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 86.89 90.08 87.00 89.22 87.81 88.93 89.35 88.96 87.21 87.78 87.64 89.92 89.11 88.27 88.04 88.43 87.50 88.62 88.95 89.22 89.82 86.97 89.79 89.02 89.58
335 372 32 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 87.66 88.66 87.42 86.36 89.35 88.23 88.41 88.69 88.15 89.51 88.55 89.55 88.98 89.19 87.20 87.72 88.29 88.84 89.78 89.18 88.41 89.39 89.11 87.20 88.42
352 372 32 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 87.23 87.96 87.39 87.75 86.72 89.04 87.80 88.11 88.34 88.71 90.25 90.08 87.14 88.67 89.26 87.82 87.51 88.84 87.52 89.81 87.38 88.96 87.92 78.94 90.13
353 372 32 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 88.24 86.78 87.15 87.78 87.58 87.66 88.77 87.64 87.59 88.72 91.78 90.05 87.55 86.71 89.43 87.42 87.08 88.56 89.16 88.71 89.36 87.97 87.69 88.89 89.16
354 372 32 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 88.32 86.84 87.83 88.35 75.00 88.62 88.11 88.90 89.33 87.65 89.95 91.79 88.59 88.32 87.77 89.14 88.12 89.23 90.51 86.22 88.38 90.07 87.98 89.45 88.21
355 372 32 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 88.28 87.92 88.12 87.25 88.03 90.01 88.29 88.72 88.48 87.57 88.99 90.98 89.20 86.85 89.91 86.18 89.09 87.79 89.03 91.80 88.53 88.30 89.35 89.23 88.32
372 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.38 90.02 89.67 89.47 88.93 91.25 90.09 90.61 89.26 89.92 90.80 90.39 90.38 90.21 90.48 87.24 89.70 89.49 90.89 87.29 91.39 91.10 88.50 88.75 87.89
373 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.61 89.45 89.66 89.40 88.24 89.20 90.12 89.74 90.15 88.59 89.70 89.73 89.39 89.56 89.88 89.71 90.76 89.25 90.60 90.69 89.69 90.17 89.02 90.31 88.15
374 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.83 90.11 90.63 90.50 88.51 90.94 90.51 89.24 89.84 89.52 91.25 90.05 89.58 90.39 90.53 91.30 90.19 88.97 89.78 89.98 88.33 89.15 89.90 90.74 88.05
375 372 32 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.44 90.34 90.25 89.50 90.05 91.07 89.24 88.37 89.74 90.31 90.62 88.79 90.74 89.99 88.31 89.78 87.35 89.06 88.81 88.62 89.92 90.38 88.51 89.18 89.03
392 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.94 89.78 90.21 88.72 90.50 90.49 90.26 89.11 89.03 90.25 90.13 90.24 88.97 90.05 89.14 90.25 89.72 89.70 89.30 90.15 90.66 88.69 89.03 88.73 88.51
393 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.05 89.33 89.99 88.65 89.50 89.47 89.55 89.49 89.68 88.12 90.66 92.12 89.96 88.60 89.55 90.19 88.40 89.78 91.11 89.72 89.89 90.21 89.27 91.49 89.28
394 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.62 89.60 89.64 89.23 90.38 89.72 89.21 89.84 89.39 90.60 89.84 90.89 90.96 89.71 89.35 89.49 89.42 88.87 88.69 90.39 90.65 88.84 90.24 88.77 89.02
395 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.23 90.78 88.77 89.19 90.96 90.14 88.87 91.68 87.77 89.70 90.82 90.00 89.90 90.28 88.73 88.78 89.95 88.76 90.04 88.73 89.09 90.04 87.42 90.13 88.86
412 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.43 89.67 89.03 89.89 89.25 88.95 88.39 89.67 90.08 90.53 90.78 89.98 90.32 89.92 89.84 90.50 89.45 88.79 90.33 89.61 89.42 88.83 90.11 88.63 89.67
413 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.53 89.67 89.37 88.95 88.84 90.33 89.05 88.99 88.36 89.66 89.40 90.78 89.63 88.50 89.73 90.30 88.33 88.90 90.82 87.96 90.11 89.39 90.85 91.37 89.37
414 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.47 90.52 88.59 90.01 90.42 88.91 89.11 89.42 88.62 89.23 90.57 90.01 90.13 90.55 89.47 89.79 90.07 88.97 90.44 90.01 89.67 88.59 90.99 89.89 89.95
415 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.62 90.28 89.67 88.85 87.69 90.45 89.70 91.10 88.64 89.91 90.58 90.54 88.84 88.84 88.54 89.93 89.52 91.89 90.23 90.27 91.62 89.63 89.37 89.93 89.42
432 372 32 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.23 88.91 87.91 89.91 89.26 89.46 88.70 90.65 89.37 88.73 90.39 90.17 88.21 88.70 90.36 89.40 90.41 88.88 89.51 89.24 89.33 89.21 90.30 89.79 88.13
433 372 32 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 90.09 90.80 88.91 88.76 87.95 89.01 89.52 89.00 88.56 89.13 90.02 91.27 88.12 89.49 89.31 90.11 89.06 90.13 90.83 89.61 88.91 88.51 88.96 88.65 88.68
434 372 32 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 89.39 89.63 89.05 88.57 88.31 90.51 89.70 90.48 90.72 89.17 90.12 89.89 88.24 90.11 89.43 88.86 89.97 88.98 89.91 88.79 90.47 89.68 88.27 88.54 88.93
435 372 32 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 87.81 89.55 89.02 89.76 90.09 89.91 89.16 89.79 89.73 89.61 90.12 90.53 90.02 89.73 88.44 89.46 88.98 90.20 88.57 89.21 90.07 88.61 89.58 88.61 90.39
452 372 32 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.53 90.00 89.39 88.75 87.69 89.27 87.97 89.08 88.29 89.47 89.19 90.14 90.15 89.76 89.76 88.19 89.31 89.41 89.76 90.36 88.30 87.49 89.47 89.31 88.05
453 372 32 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 91.28 89.66 89.01 89.57 87.65 89.76 88.61 88.50 90.13 90.25 90.16 89.92 88.62 89.56 88.86 89.77 90.56 89.79 89.67 89.29 90.40 89.06 88.15 88.95 87.85
454 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.24 89.53 88.95 89.72 89.94 88.88 91.76 89.67 90.23 88.79 90.12 88.83 91.00 89.50 89.98 89.24 89.07 90.53 90.00 89.99 89.28 88.50 90.63 88.45 88.01
455 372 32 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 90.57 89.30 88.55 90.87 90.71 89.53 87.36 89.71 89.83 90.80 89.56 89.38 90.15 89.76 89.42 90.49 88.45 89.05 89.70 89.53 89.07 90.26 88.71 88.13 88.73
472 372 32 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 89.27 89.12 86.62 89.04 88.86 89.81 86.71 88.79 88.45 88.58 90.25 90.83 88.62 88.81 88.78 90.63 89.28 89.93 90.02 87.09 87.20 87.69 89.37 88.31 88.82
473 372 32 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 88.33 88.11 88.67 89.05 88.88 88.85 88.18 89.65 88.70 89.06 89.24 89.59 88.65 89.25 90.09 89.71 89.26 88.92 90.56 89.98 89.43 87.70 88.22 88.60 89.83
474 372 32 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.27 90.05 89.26 90.37 90.38 89.81 88.25 87.88 88.21 88.12 89.96 89.45 90.18 88.90 90.09 88.93 89.25 88.97 89.03 90.28 90.37 89.65 87.44 88.76 89.33
475 372 32 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 89.22 88.87 87.93 89.70 87.57 89.56 88.17 88.50 88.78 89.47 88.89 89.47 88.10 88.99 88.99 88.25 89.04 88.65 88.89 89.12 89.18 88.18 88.61 88.89 89.05
492 372 32 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 89.61 89.43 90.06 88.98 89.16 88.05 89.82 89.05 89.16 88.65 90.41 89.69 90.50 89.46 89.45 89.12 90.29 90.03 89.29 89.21 89.88 89.88 89.01 88.61 86.96
493 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.22 90.26 89.44 90.07 88.85 89.92 89.98 89.41 88.70 89.74 90.59 88.80 89.16 90.09 89.48 89.53 91.31 90.60 89.66 91.14 88.07 88.22 89.85 89.60 89.79
494 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.81 89.98 89.75 90.52 90.81 90.01 88.90 89.79 89.39 89.16 88.64 90.57 88.43 90.57 90.50 89.66 90.00 89.46 90.08 88.70 89.32 89.82 90.44 90.36 89.80
495 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 88.23 90.59 88.36 89.86 90.46 89.55 88.20 89.39 89.20 89.10 88.61 89.95 89.60 88.07 90.59 89.49 88.11 90.00 89.75 88.76 90.10 88.77 89.38 88.53 88.37
512 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 87.94 91.29 89.72 90.91 89.40 88.61 90.06 89.23 88.84 89.76 89.71 90.09 89.65 90.37 88.90 88.37 89.20 88.64 89.46 90.65 90.34 88.77 89.09 89.62 88.65
513 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.52 88.70 88.16 89.21 88.66 90.93 89.75 90.39 88.68 88.93 89.36 90.87 88.82 90.58 88.59 90.40 89.32 91.23 90.01 91.36 89.50 88.77 90.00 88.81 89.51
514 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.94 90.01 88.70 89.46 88.29 90.21 87.11 90.31 88.46 89.39 88.65 91.75 91.96 88.18 91.42 89.71 91.30 90.26 91.04 88.22 78.16 88.60 88.51 89.85 90.14
515 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 88.37 89.97 89.57 88.21 90.19 91.02 89.44 89.40 90.08 89.48 89.89 91.98 89.57 89.01 88.63 89.08 89.38 90.66 90.36 90.68 89.45 87.78 88.94 89.56 88.29
532 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 89.10 89.46 90.30 88.05 89.07 88.53 89.08 89.65 88.92 89.98 90.98 89.94 85.56 90.57 91.10 90.54 88.67 89.87 90.80 89.44 89.66 86.45 88.99 89.50 88.80
533 372 32 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 88.26 90.04 89.79 90.36 89.04 90.54 90.65 89.24 88.76 89.26 88.52 91.48 89.28 88.06 89.15 89.37 91.34 90.46 89.52 88.61 90.36 89.09 90.14 88.14 87.47
534 372 32 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 89.29 89.06 89.52 89.94 87.75 89.31 89.97 88.93 89.94 90.16 90.32 91.02 87.90 90.43 89.87 89.55 89.44 89.95 88.70 89.79 89.92 87.45 89.79 89.90 90.79
535 372 32 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 88.59 89.95 89.02 87.86 89.06 89.66 88.37 89.82 89.10 89.54 88.40 89.71 89.68 90.53 76.58 89.83 90.87 90.34 91.04 89.45 84.01 87.63 89.73 88.97 89.89
552 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.26 90.57 90.39 90.41 87.78 89.70 89.23 90.62 89.48 89.54 90.40 91.52 88.69 89.65 89.74 89.42 90.34 89.73 90.73 90.27 90.64 88.92 90.91 89.66 88.19
553 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.50 89.91 89.43 90.31 88.57 90.04 90.05 89.33 89.29 91.56 90.15 89.97 89.95 89.86 89.44 89.29 89.90 89.83 89.67 88.52 89.92 90.34 89.61 89.38 88.91
554 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.58 90.89 90.01 89.80 89.58 89.65 89.26 89.53 88.36 88.80 90.84 89.31 89.82 88.76 90.34 89.23 89.86 89.44 89.93 89.26 89.71 89.16 89.73 87.21 89.55
555 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.39 89.94 88.61 89.74 89.53 90.27 89.40 88.95 89.34 88.49 90.63 89.41 90.34 89.08 89.40 90.63 90.09 90.17 90.53 89.42 90.46 89.42 88.38 88.95 88.10
572 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.65 88.79 89.27 88.78 89.95 88.64 88.26 89.07 90.08 91.17 90.48 90.40 90.94 90.22 90.09 88.93 89.15 88.87 91.04 87.81 90.00 88.90 89.83 91.05 90.59
573 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.25 87.88 90.53 89.20 88.78 90.64 88.34 88.44 89.25 89.30 90.56 90.66 89.59 89.46 90.40 90.07 89.17 90.04 90.00 87.37 90.93 89.36 88.74 90.90 91.39
574 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.80 90.39 89.45 89.48 90.12 89.81 89.88 90.22 90.07 90.04 89.86 90.98 90.13 91.29 89.21 90.00 89.58 90.51 90.20 88.94 90.61 87.88 89.48 88.71 88.68
575 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.05 90.18 90.61 90.09 90.14 89.98 90.84 90.18 88.71 89.35 90.80 91.07 90.10 89.75 90.40 90.26 89.70 89.23 90.58 90.69 89.59 88.18 89.56 90.81 88.74
592 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.86 88.38 90.61 89.66 89.31 90.22 90.30 90.84 88.69 90.01 90.89 90.40 90.47 90.14 89.57 89.04 88.33 89.68 90.17 87.85 90.85 89.26 90.48 91.34 89.54
593 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.91 90.62 88.60 90.31 89.13 89.05 87.41 89.38 89.45 87.65 89.65 91.34 88.56 89.43 88.98 89.29 89.93 88.59 90.31 89.66 90.52 88.17 89.62 89.12 88.82
594 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.14 90.32 89.36 90.13 90.32 91.03 87.89 90.89 89.37 88.79 90.47 90.05 90.23 88.82 89.89 88.58 89.67 90.15 89.67 89.57 90.20 90.30 88.96 88.86 88.82
595 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.02 89.65 88.09 89.71 91.04 89.88 90.93 89.67 90.29 88.97 91.18 89.84 90.45 88.76 89.28 88.84 90.61 91.06 90.17 89.91 89.99 90.09 89.66 89.14 90.62
612 372 32 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 88.51 90.13 89.37 89.85 87.27 90.51 87.44 90.36 88.06 89.71 89.74 90.00 89.61 89.34 88.57 90.26 89.53 90.34 89.29 88.96 90.94 89.84 88.47 89.60 88.50
613 372 32 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.14 89.59 88.22 90.63 89.27 88.22 89.08 90.60 89.24 89.79 90.16 89.58 89.08 88.32 89.87 89.32 91.20 89.66 88.50 90.01 89.60 89.93 87.87 89.22 88.17
614 372 32 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.32 89.59 87.42 90.46 88.87 89.31 88.92 88.87 88.56 88.92 89.35 90.60 90.09 89.04 90.76 89.64 90.10 89.36 90.37 90.38 88.65 89.41 89.41 88.46 87.58
615 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 88.69 89.66 89.71 89.12 89.19 89.93 89.83 89.34 88.89 88.37 89.36 89.24 88.76 90.45 89.35 90.13 89.68 88.74 90.51 88.34 90.40 89.71 89.35 87.90 87.25
632 372 32 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.97 89.65 88.92 90.38 89.63 90.43 88.18 88.73 89.21 89.20 89.39 90.07 89.51 88.42 89.46 89.87 89.35 89.76 89.16 89.44 89.97 86.90 89.09 89.38 88.56
633 372 32 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.72 88.21 89.49 88.35 88.56 89.36 87.66 89.61 87.62 89.68 89.25 89.96 88.10 89.12 89.99 89.52 89.39 90.62 90.06 88.71 89.13 88.22 90.53 87.60 88.80
634 372 32 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 87.37 89.38 89.36 88.89 89.37 89.06 90.03 89.41 88.89 88.61 89.89 90.99 88.23 89.69 89.78 88.61 90.04 89.27 90.37 89.34 89.47 88.32 88.46 88.57 88.39
635 372 32 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.99 89.42 88.34 89.45 87.63 89.23 89.47 89.55 89.23 89.94 89.20 89.37 89.22 89.07 89.71 89.24 89.67 90.34 89.79 88.73 89.28 88.41 88.61 89.51 90.25
652 372 32 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 88.35 89.76 89.69 89.87 89.30 89.69 88.10 89.26 88.86 88.20 88.97 88.39 89.84 89.20 90.32 90.21 88.87 89.50 88.31 88.04 88.47 89.11 87.80 89.06 88.56
653 372 32 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 87.20 89.13 87.91 89.24 89.25 88.53 89.00 89.46 89.25 88.04 89.37 89.92 89.77 89.84 90.42 88.24 89.68 89.44 87.61 87.88 89.51 88.66 87.50 89.65 89.31
654 372 32 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.76 90.87 88.90 89.43 88.30 89.28 89.07 89.49 89.62 89.58 90.79 90.42 90.68 89.51 90.99 88.81 90.44 89.16 89.83 88.09 88.74 89.22 89.22 89.00 89.03
655 372 32 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 86.45 89.65 89.43 89.35 89.46 89.42 87.39 89.55 87.63 90.16 89.76 90.06 90.31 89.30 89.83 89.46 88.84 89.78 89.78 88.10 89.61 87.59 89.00 89.23 88.85
672 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 89.83 90.79 88.76 88.87 88.71 89.47 87.88 89.00 89.50 91.53 90.22 90.75 87.96 89.28 89.68 88.55 90.34 90.07 90.34 90.36 89.72 87.74 89.79 88.56 89.23
673 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 89.28 89.43 89.86 89.37 88.00 90.03 89.68 90.88 88.28 88.86 89.52 89.82 89.11 89.88 88.77 90.14 90.75 90.06 88.73 88.57 89.21 88.57 87.79 88.75 89.51
674 372 32 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 89.28 90.34 89.76 90.15 89.46 89.27 88.33 89.24 90.25 89.39 88.46 90.00 89.75 88.77 90.32 90.30 88.74 88.89 89.91 88.14 90.49 90.02 90.43 89.85 90.01
675 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.34 88.96 88.49 89.94 88.62 91.84 88.84 91.73 89.38 90.73 89.57 90.57 87.64 89.94 91.16 90.79 90.09 89.49 90.60 88.70 89.92 89.81 89.42 89.28 90.94
692 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 87.78 90.36 88.55 90.47 90.66 90.46 90.18 90.48 91.05 88.92 90.67 89.84 88.44 88.92 90.59 90.94 90.79 89.46 88.96 88.98 90.46 89.19 76.39 89.68 88.22
693 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 87.67 89.22 89.55 89.25 88.64 90.04 88.82 89.97 88.91 91.12 88.22 89.26 89.48 90.95 90.22 91.02 90.35 90.51 89.22 89.81 89.26 88.89 91.81 88.37 89.12
694 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 89.44 90.07 89.12 89.15 88.81 89.80 88.51 89.45 89.29 90.46 89.60 90.99 92.23 89.57 91.05 90.61 89.74 89.27 89.60 89.28 89.83 89.08 86.28 89.26 87.76
695 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 88.43 90.00 89.46 89.48 90.13 89.88 88.53 89.44 88.43 90.65 87.98 89.61 89.63 89.74 90.59 89.89 90.25 90.14 91.76 86.88 89.87 91.03 89.31 88.58 89.78
712 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 88.23 88.58 88.81 90.29 89.91 90.32 89.48 90.01 89.06 77.45 90.36 89.11 90.38 88.39 89.31 89.01 90.73 89.28 88.96 89.53 77.75 76.49 89.44 88.78 90.31
713 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 88.77 90.13 87.69 90.81 89.45 90.24 89.04 76.59 90.23 89.09 89.27 89.78 88.53 88.51 90.36 90.53 90.76 90.76 89.47 88.59 89.74 88.68 89.39 89.18 89.87
714 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 89.09 88.78 88.17 90.84 89.01 88.62 90.27 89.71 89.77 90.58 89.58 90.66 91.98 89.02 88.93 89.69 89.29 88.53 89.24 89.73 75.93 88.89 88.72 90.00 89.42
715 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 88.85 90.51 90.32 87.58 89.39 90.50 87.92 91.09 89.63 89.33 90.07 89.62 91.10 87.91 88.72 89.32 90.56 90.57 90.55 90.51 89.76 90.74 87.58 90.33 89.60


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
12 372 32 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 49.17 91.57 90.93 91.02 92.06 90.81 91.60 92.54 90.35 89.32 92.62 91.72 93.25 93.11 92.33 92.81 93.04 90.28 91.56 94.66 84.55 91.93 92.30 93.48 93.35
13 372 32 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 92.51 93.19 92.33 92.11 91.71 92.60 93.22 93.30 91.73 92.17 93.53 92.72 93.63 95.08 92.68 92.84 92.59 93.68 92.15 95.06 94.29 93.51 92.36 92.02 93.15
14 372 32 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 92.80 93.83 91.79 93.98 92.18 93.03 49.17 92.95 94.57 91.90 92.18 91.42 92.47 92.11 92.57 92.82 90.40 93.04 92.71 92.64 93.58 94.19 94.31 93.34 92.98
15 372 32 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 92.45 92.09 91.33 94.23 91.84 90.61 92.42 90.49 91.27 91.95 92.66 92.42 92.22 93.72 90.64 92.19 93.36 91.90 92.20 93.39 93.12 92.87 92.32 92.15 92.92
32 372 32 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 92.35 90.84 92.88 92.10 82.21 89.96 92.69 94.35 92.14 91.64 91.91 91.28 90.88 93.07 92.73 92.89 91.14 92.21 92.96 92.96 92.83 92.30 92.73 93.23 93.31
33 372 32 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 92.06 92.79 92.84 92.75 93.55 91.35 93.09 92.90 92.54 92.61 92.87 92.44 93.06 93.43 89.80 91.50 93.77 93.00 93.12 92.82 93.00 93.26 93.60 94.37 93.21
34 372 32 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 92.64 93.50 91.98 91.34 91.91 91.32 93.00 93.19 92.73 92.01 91.25 92.62 92.56 92.06 93.66 94.28 93.74 91.76 92.33 92.44 92.35 94.30 92.64 93.10 92.64
35 372 32 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 93.16 92.61 93.75 93.05 92.67 92.07 91.73 92.87 93.49 93.24 92.05 91.71 91.64 92.85 91.33 94.09 93.38 91.10 92.22 92.58 94.55 94.17 92.53 92.90 94.36
52 372 32 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 91.25 92.80 92.99 93.33 91.72 88.76 90.50 91.98 92.87 91.34 92.46 90.87 92.94 92.38 93.50 93.92 93.45 93.87 91.77 92.95 93.83 92.62 93.43 92.51 93.34
53 372 32 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 92.95 93.27 93.28 94.04 93.58 90.18 91.25 95.53 95.01 92.33 93.41 92.77 93.32 94.31 92.34 92.29 49.17 92.22 92.90 94.24 94.20 92.59 92.17 93.90 91.59
54 372 32 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 91.28 92.03 92.65 91.65 92.66 90.27 93.40 92.69 91.13 91.26 89.97 91.96 92.33 91.44 91.77 91.70 92.25 92.36 91.20 94.24 92.65 92.90 92.21 92.48 92.73
55 372 32 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 93.00 93.89 93.29 91.97 91.25 92.25 94.85 92.22 93.21 94.58 93.56 92.57 94.87 92.88 92.92 92.67 92.73 92.68 93.99 93.65 94.26 93.48 93.78 92.99 91.60
72 372 32 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 92.33 92.13 92.40 92.11 92.19 92.23 91.58 93.41 90.98 89.32 92.67 91.26 91.16 92.08 93.25 93.80 92.10 94.19 94.02 94.24 93.84 93.44 90.58 93.62 92.87
73 372 32 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 92.67 92.93 92.01 92.25 92.39 90.74 92.59 91.56 94.86 91.44 90.56 92.42 92.50 91.11 91.93 93.57 93.18 93.61 92.22 93.04 93.09 90.06 92.50 91.49 92.26
74 372 32 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 94.27 91.46 93.39 93.10 92.41 92.10 92.69 91.32 92.48 90.28 91.55 90.75 93.16 90.70 90.27 91.72 93.28 91.26 92.39 93.06 91.81 92.49 92.18 92.32 91.12
75 372 32 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 93.28 91.77 93.53 91.44 92.80 49.17 90.62 93.52 93.71 92.23 91.23 92.13 92.86 93.21 91.71 92.78 92.97 92.30 91.58 93.71 94.11 95.29 91.98 91.23 91.34
92 372 32 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 92.96 91.06 93.02 92.65 93.39 91.60 91.11 92.76 91.83 92.54 92.80 91.22 93.85 93.92 91.97 93.65 91.73 94.79 90.98 93.83 93.32 92.10 91.46 92.99 90.84
93 372 32 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 93.05 91.12 93.51 92.14 93.26 90.30 93.04 92.86 93.72 92.94 93.53 91.21 93.27 90.81 91.68 93.97 94.46 90.61 91.07 93.68 93.06 93.26 92.91 92.50 91.32
94 372 32 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 93.74 92.23 91.96 92.34 94.33 91.53 89.91 91.54 93.94 93.93 94.06 92.05 93.12 92.51 92.99 93.61 92.43 93.24 92.37 93.10 93.01 92.26 94.08 93.04 92.18
95 372 32 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 93.14 93.20 92.81 92.77 92.55 92.24 91.96 92.06 91.30 92.37 91.57 91.36 94.63 91.39 93.58 92.42 92.59 91.39 91.29 92.70 93.00 93.54 92.72 92.96 93.98
112 372 32 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 91.56 92.79 91.20 93.30 93.88 92.10 90.35 93.02 93.32 93.55 91.68 93.47 91.85 92.32 91.87 92.36 93.29 92.71 93.22 92.10 91.86 92.27 90.69 91.96 92.35
113 372 32 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 91.46 92.71 91.72 93.54 94.42 91.53 92.33 94.24 93.09 91.30 92.31 92.56 93.89 93.68 92.24 92.74 93.61 92.94 92.17 93.73 92.34 93.20 92.68 91.62 92.67
114 372 32 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 92.85 92.95 94.20 91.41 93.42 92.53 93.01 91.40 93.97 92.73 91.15 91.23 93.73 92.31 92.28 92.65 91.96 91.71 94.21 92.36 94.28 93.22 92.88 92.26 92.88
115 372 32 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 92.95 91.61 92.24 92.88 94.10 91.19 93.62 91.88 91.57 92.98 92.43 92.73 92.83 94.38 91.31 94.37 94.82 92.44 92.75 92.97 92.95 93.11 92.84 92.93 93.16
132 372 32 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 90.71 89.88 92.90 92.35 92.29 91.06 92.60 91.56 90.99 92.59 92.90 93.18 93.97 92.97 91.68 91.62 95.01 92.93 94.42 92.89 91.68 93.90 91.58 93.77 89.84
133 372 32 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 93.02 92.59 92.30 91.14 92.20 91.65 90.47 93.42 92.01 92.35 91.37 91.10 93.62 91.71 91.69 92.17 91.58 91.86 92.58 88.87 94.15 93.15 49.17 93.68 90.60
134 372 32 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 91.62 93.00 93.33 90.78 93.67 92.62 92.83 93.55 93.11 93.13 92.46 92.91 94.02 91.94 90.65 91.70 93.06 92.18 93.49 93.90 92.72 93.04 74.00 95.88 93.07
135 372 32 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 94.49 92.87 93.04 92.87 94.39 90.37 92.14 92.39 92.03 92.53 92.59 90.96 92.49 91.66 92.04 94.42 91.34 90.78 91.52 93.23 94.63 92.67 93.21 93.49 93.99
152 372 32 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 93.47 92.28 91.23 92.29 92.73 91.09 92.26 94.01 92.92 94.49 91.52 91.08 93.27 92.16 92.66 92.82 93.91 91.27 92.59 94.07 93.97 94.54 78.62 92.86 75.28
153 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 94.75 91.80 91.53 92.77 92.68 92.57 92.90 92.40 93.88 92.87 92.96 91.09 93.61 92.92 49.17 92.13 93.03 93.50 93.74 93.15 91.05 92.97 93.14 92.74 93.69
154 372 32 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 92.00 91.88 91.91 92.36 94.53 91.88 92.11 92.33 93.30 93.48 93.30 91.72 93.11 92.92 92.76 92.35 92.16 92.85 94.45 91.09 94.24 94.38 93.14 93.57 93.69
155 372 32 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 91.66 92.14 91.70 92.30 92.36 91.07 93.35 90.86 93.34 92.55 94.08 91.31 92.88 93.80 92.15 93.30 94.34 93.90 90.50 93.68 93.80 94.00 92.22 93.10 92.77
172 372 32 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 91.02 92.10 90.58 93.19 91.57 92.60 91.82 92.47 94.24 91.13 92.12 91.85 94.51 92.48 92.38 92.73 92.15 92.91 92.56 93.50 94.12 90.54 90.41 93.98 93.08
173 372 32 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 92.85 92.29 90.35 92.03 93.25 92.20 91.41 91.75 90.81 94.46 92.11 91.00 93.70 92.04 92.34 92.54 92.82 92.62 92.99 93.79 94.67 94.47 94.64 92.53 92.98
174 372 32 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 91.73 91.94 94.58 93.56 93.18 90.62 92.65 49.17 91.38 93.64 91.82 91.85 92.66 92.60 90.64 93.19 92.54 90.64 91.14 94.85 77.73 95.08 94.21 91.89 92.06
175 372 32 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 93.53 89.99 91.22 92.25 91.32 90.29 91.71 91.05 93.23 92.76 93.27 91.83 92.98 93.31 90.24 91.68 92.92 94.35 92.84 93.71 95.31 92.78 74.20 92.81 91.84
192 372 32 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 92.01 94.50 92.26 93.13 92.23 92.12 91.65 92.87 90.79 92.16 93.11 90.25 90.99 92.33 92.02 91.10 94.37 91.20 92.61 92.17 92.90 93.35 93.03 91.75 93.16
193 372 32 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 91.77 92.23 93.73 93.01 92.98 92.34 92.17 92.26 93.18 90.39 93.32 93.14 91.77 91.98 92.00 93.39 91.48 92.23 91.40 94.31 92.47 94.58 93.22 93.04 93.50
194 372 32 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 93.93 91.23 91.89 92.52 91.65 92.02 89.93 92.84 92.55 89.95 93.15 93.28 92.17 91.13 91.78 91.62 93.37 89.20 91.36 93.58 94.10 91.76 91.94 91.99 92.67
195 372 32 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 91.94 92.51 93.29 90.66 93.50 90.98 90.83 93.07 92.79 91.95 91.05 92.62 93.85 92.28 91.28 92.55 93.06 91.03 92.50 94.31 93.52 92.85 93.09 92.97 93.52
212 372 32 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 89.03 92.72 91.05 93.07 89.00 91.56 90.50 91.00 93.07 91.86 91.54 91.07 92.34 93.68 92.67 92.43 91.75 93.81 93.56 92.34 93.90 93.58 92.27 91.23 86.22
213 372 32 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 93.21 91.62 92.87 93.76 91.39 91.41 92.85 92.65 94.46 93.22 91.63 92.85 92.90 93.85 93.24 93.36 91.44 92.61 93.13 93.86 92.64 93.17 91.99 92.56 91.84
214 372 32 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 94.70 92.22 94.22 91.30 92.49 90.73 91.97 92.14 90.14 93.24 92.00 92.15 91.87 91.55 90.99 91.73 92.90 91.58 91.58 94.20 93.05 90.84 91.37 92.47 91.61
215 372 32 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 92.27 92.46 92.78 91.45 90.87 91.63 92.34 94.31 93.98 94.06 93.77 91.26 92.58 90.77 93.28 93.73 92.53 91.54 92.27 94.42 92.88 93.58 92.16 93.58 93.25
232 372 32 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 90.07 92.54 93.01 91.06 91.01 91.58 92.33 93.35 92.88 92.74 91.92 91.51 93.99 92.22 91.96 93.11 94.22 93.59 93.27 94.75 92.18 93.20 93.31 93.62 90.75
233 372 32 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 93.42 92.31 91.74 93.87 93.37 92.58 92.54 91.26 93.43 94.89 91.96 92.03 92.27 91.20 90.42 92.47 92.19 91.82 91.35 93.74 93.94 94.04 92.74 93.66 92.15
234 372 32 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 93.72 92.86 95.32 91.68 92.92 90.77 92.48 92.61 92.44 92.10 89.75 91.95 93.24 93.55 93.25 94.93 92.89 91.55 91.94 93.89 92.54 94.48 92.87 92.02 91.89
235 372 32 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 92.13 91.40 91.02 94.01 93.42 90.13 94.29 93.25 90.34 92.70 93.77 90.72 94.67 93.01 92.79 93.97 91.85 93.32 93.47 94.74 93.11 93.77 90.55 93.46 93.51
252 372 32 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 92.14 91.92 92.36 92.49 94.30 91.22 91.37 93.35 92.28 93.72 93.44 91.53 93.03 94.11 91.29 91.80 92.42 93.44 92.83 92.81 92.97 94.53 92.47 93.55 92.45
253 372 32 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 92.92 92.80 93.77 91.18 94.07 90.56 93.16 91.95 92.43 93.82 92.37 91.58 92.00 94.48 92.89 95.43 92.54 91.59 92.26 92.20 92.31 93.66 92.23 93.13 93.61
254 372 32 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 92.84 91.38 94.79 92.56 91.87 90.39 90.95 92.66 92.15 91.71 92.13 91.84 92.27 92.18 93.62 91.83 93.97 90.87 90.38 94.59 92.50 93.48 92.93 92.68 91.86
255 372 32 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 92.00 91.50 91.44 93.78 92.16 90.93 93.27 91.25 93.09 92.95 92.80 91.38 92.78 93.38 92.55 93.06 93.01 93.58 93.13 94.14 94.97 93.10 93.38 92.05 92.69
272 372 32 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 91.29 93.15 92.16 91.20 92.89 91.25 94.05 92.36 92.74 92.90 92.29 91.44 92.78 92.37 92.77 93.60 91.71 91.44 91.99 94.60 93.82 87.23 92.03 93.52 92.58
273 372 32 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 92.24 92.52 93.75 90.80 93.93 92.36 93.21 92.50 92.90 92.48 92.59 91.77 93.25 93.68 91.39 93.19 93.04 92.58 92.02 93.52 93.16 92.96 92.30 92.80 92.00
274 372 32 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 92.60 91.56 92.93 94.26 94.15 91.55 91.72 90.95 93.36 89.82 92.58 91.71 92.11 92.57 90.68 91.07 93.18 92.49 92.63 93.50 91.98 93.55 91.37 92.01 93.29
275 372 32 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 92.41 93.01 91.73 91.35 92.97 90.81 93.60 93.44 90.62 91.46 92.52 92.18 92.79 92.10 91.60 93.17 92.82 93.41 92.33 94.55 93.51 92.67 92.22 92.68 93.39
292 372 32 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 92.62 91.24 91.87 93.59 91.89 90.36 92.53 93.09 94.35 93.66 93.30 91.24 93.11 92.81 92.67 94.61 92.59 91.07 92.57 94.56 92.83 94.25 93.88 77.35 90.43
293 372 32 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 93.40 92.23 93.04 90.56 93.69 91.59 92.76 92.76 93.47 92.91 92.32 93.28 92.72 93.63 93.62 93.59 92.64 92.75 92.67 93.06 94.26 94.20 90.25 93.31 93.57
294 372 32 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 92.73 92.07 93.50 92.20 91.39 91.41 92.18 92.44 92.85 92.43 92.53 91.22 95.18 92.86 92.23 92.96 94.45 93.22 93.22 92.95 92.55 94.94 91.38 92.73 92.38
295 372 32 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 93.09 90.11 92.36 89.55 92.33 90.65 91.34 90.81 92.84 92.73 92.46 90.56 95.39 93.68 91.21 92.60 92.36 91.96 92.59 93.40 92.76 94.67 93.14 93.03 92.28
312 372 32 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 94.11 93.59 91.81 92.13 92.84 91.91 92.71 91.92 93.90 92.37 92.18 93.96 91.12 93.63 89.60 92.64 91.90 94.71 91.21 94.63 91.96 90.70 91.96 94.11 92.60
313 372 32 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 92.83 91.22 92.70 92.70 93.85 91.88 92.94 92.37 93.36 92.05 93.23 92.33 93.25 93.89 92.37 93.77 92.33 92.49 91.35 94.45 92.94 92.80 93.57 92.51 93.38
314 372 32 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 93.23 89.20 93.98 93.58 93.90 93.70 93.43 92.57 93.88 92.89 91.54 90.11 91.12 92.40 91.32 95.22 93.12 92.91 92.67 94.44 94.58 94.69 93.35 92.57 74.13
315 372 32 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 93.02 91.81 92.87 92.71 89.68 91.26 92.78 93.46 91.98 91.99 93.12 94.27 92.85 93.28 91.22 93.36 94.59 94.45 91.31 93.36 93.53 76.71 71.80 92.54 91.94
332 372 32 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 92.19 92.28 95.81 90.77 93.23 91.72 91.67 93.56 92.80 91.72 92.80 94.04 93.56 91.83 92.96 90.03 93.85 92.48 91.01 94.09 94.40 75.70 94.28 92.79 75.59
333 372 32 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 92.44 92.94 93.32 91.34 91.63 88.74 91.35 93.67 93.35 91.30 90.79 92.49 93.66 92.78 91.64 92.10 91.94 93.02 92.30 77.16 93.59 93.69 93.82 92.83 93.81
334 372 32 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 92.06 94.61 94.74 90.84 92.39 92.45 91.51 94.15 92.91 93.98 91.36 90.95 91.70 92.27 92.68 93.50 92.44 92.74 92.01 93.61 92.85 93.19 91.35 93.53 93.12
335 372 32 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 91.79 93.77 90.57 90.61 93.57 91.64 91.54 90.93 92.77 94.16 93.24 92.04 92.22 91.49 90.12 90.62 94.59 90.77 91.84 93.85 91.69 91.94 93.05 91.20 91.98
352 372 32 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 91.52 91.58 93.20 92.12 91.20 90.82 90.84 91.97 91.53 92.21 92.90 92.83 91.37 94.43 92.62 91.79 91.66 93.24 92.82 93.97 92.92 92.63 91.19 79.31 91.48
353 372 32 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 91.63 92.53 93.81 91.28 93.26 90.60 91.28 91.50 92.31 92.06 93.52 91.53 91.38 93.38 92.60 91.20 90.15 91.13 92.02 93.62 93.25 93.89 93.40 90.88 94.48
354 372 32 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 92.08 91.01 94.05 90.83 75.37 92.32 93.17 93.15 94.02 94.02 91.48 93.56 92.87 93.25 90.43 92.12 92.45 93.82 93.29 90.74 91.21 92.95 93.84 94.80 92.58
355 372 32 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 93.38 91.32 91.45 92.13 90.94 91.81 92.38 93.87 92.15 92.05 92.21 92.85 93.57 91.77 93.52 90.55 90.60 91.23 92.99 92.83 94.33 95.11 92.34 92.93 91.82
372 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.24 90.21 91.67 90.79 90.31 90.60 90.17 90.48 90.79 92.15 89.91 89.55 90.78 92.15 91.21 88.12 92.47 91.34 91.42 90.48 90.95 91.39 92.12 90.71 90.22
373 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.30 90.32 90.90 88.86 89.47 93.28 92.78 91.35 90.31 92.21 91.01 90.98 90.98 91.85 87.67 89.65 90.72 90.66 90.73 94.14 91.50 93.49 91.97 91.95 91.24
374 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.14 90.50 93.40 90.81 91.61 90.90 90.77 90.19 90.05 91.11 93.90 91.15 88.31 93.72 89.99 91.55 90.68 92.38 91.29 92.68 91.84 93.43 91.75 90.98 90.15
375 372 32 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 91.05 91.63 92.57 91.13 88.94 89.51 90.00 88.79 92.87 91.80 90.24 90.02 92.08 90.70 91.35 91.20 91.68 91.46 92.68 91.74 90.75 92.65 91.19 90.72 89.44
392 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.01 91.86 89.86 91.86 92.25 91.21 91.45 90.30 91.35 91.33 91.13 89.87 92.17 92.67 90.33 90.97 92.32 92.66 92.46 92.11 93.68 94.34 92.76 92.85 90.46
393 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.26 89.59 92.79 92.57 89.33 90.80 92.25 91.07 92.05 91.04 91.30 92.35 92.92 90.96 91.09 91.73 92.31 91.86 94.40 91.21 93.07 92.46 92.00 92.54 90.67
394 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.32 91.97 91.77 90.56 90.65 92.47 92.09 91.02 93.08 91.03 91.14 90.21 92.46 94.61 91.78 92.12 94.55 89.78 93.04 93.79 92.62 92.93 91.45 92.30 91.13
395 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.75 92.40 91.99 90.72 93.56 91.15 92.52 92.96 92.99 92.72 93.92 91.15 91.76 91.86 90.89 92.95 91.86 92.53 90.76 94.10 90.39 91.83 92.65 92.46 93.45
412 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.89 91.72 92.51 90.50 90.95 90.32 89.21 92.66 92.10 92.38 94.00 91.90 90.80 88.23 91.26 89.76 92.26 92.56 93.22 92.40 93.02 94.07 92.68 92.05 92.37
413 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 93.66 91.87 92.05 89.97 92.03 90.67 91.45 90.00 91.43 93.25 92.05 91.69 91.61 90.74 89.90 91.49 90.59 91.42 94.17 93.11 92.59 94.04 92.71 93.42 91.50
414 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.84 93.27 91.31 92.18 91.09 91.23 91.54 93.13 92.43 89.34 92.73 92.20 92.61 92.40 91.07 92.42 93.51 92.34 93.39 93.96 93.28 93.45 93.81 93.57 93.46
415 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.68 92.84 92.00 90.43 93.62 91.29 92.32 90.19 92.15 91.44 93.51 91.64 90.88 91.77 90.99 92.38 92.08 92.70 91.83 94.03 92.50 94.17 92.96 93.48 91.64
432 372 32 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 91.76 90.75 91.13 90.32 91.68 90.44 91.83 91.70 89.58 91.17 93.10 91.62 89.40 89.68 92.34 91.56 92.09 91.32 91.36 90.68 93.75 90.07 92.19 90.51 89.18
433 372 32 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.02 91.46 92.80 92.39 90.94 90.86 90.92 91.01 90.13 92.21 92.03 90.18 90.87 92.91 92.17 90.66 91.63 91.34 91.12 90.90 93.68 91.09 91.56 92.46 90.74
434 372 32 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 91.86 93.77 92.66 91.43 91.05 89.75 92.13 90.71 91.85 92.52 92.40 90.44 91.77 90.76 91.01 90.77 91.35 91.36 92.57 91.48 92.05 91.75 91.37 90.77 89.23
435 372 32 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 90.70 90.59 91.99 89.69 91.65 89.28 91.21 92.59 91.29 91.07 91.54 92.59 90.03 91.92 93.36 90.83 90.32 91.33 90.22 91.67 92.42 91.95 91.07 92.14 89.96
452 372 32 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 91.52 91.29 91.70 92.86 93.49 91.01 90.56 91.20 91.13 90.80 91.73 91.29 91.36 93.57 93.00 90.11 92.18 90.52 92.97 93.09 92.29 91.52 93.10 93.32 90.59
453 372 32 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 93.07 92.07 93.44 90.66 89.90 87.94 91.18 90.88 91.18 93.14 92.45 91.75 91.66 92.62 94.17 91.23 92.90 92.08 92.52 92.03 92.77 92.75 93.06 92.11 90.74
454 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.52 91.67 90.17 91.50 94.28 91.43 91.97 92.85 91.36 91.15 93.75 91.81 90.65 91.52 92.36 92.55 92.97 92.64 91.34 91.81 91.13 92.15 92.36 91.27 92.06
455 372 32 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 91.93 91.53 91.94 90.98 92.24 90.30 89.46 91.91 93.74 93.65 92.51 90.91 91.58 92.68 90.62 91.00 90.11 90.91 93.52 92.07 92.32 94.48 92.61 91.66 90.22
472 372 32 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 92.73 92.28 92.44 90.17 92.43 93.18 91.60 92.59 91.84 91.78 91.70 91.31 91.83 94.03 90.58 91.10 92.90 92.35 93.90 93.46 90.86 94.26 92.31 91.96 91.91
473 372 32 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 92.52 92.40 90.86 93.61 92.12 92.01 90.74 91.54 91.76 89.63 90.42 90.71 92.34 89.27 92.73 91.91 91.61 92.12 92.32 93.52 92.79 92.66 91.91 92.01 92.62
474 372 32 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 90.06 91.81 92.71 90.21 92.50 92.54 92.73 90.83 91.10 91.71 92.79 91.78 92.39 90.40 92.27 91.47 93.31 92.68 92.02 92.69 93.59 91.67 92.12 91.12 92.13
475 372 32 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 93.27 91.09 91.89 92.77 91.95 92.17 91.52 90.42 90.80 91.31 93.09 92.97 91.24 92.19 93.05 89.95 90.07 91.39 92.12 93.61 91.72 93.17 92.20 92.60 90.99
492 372 32 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 92.14 91.55 91.66 90.20 92.54 89.20 92.72 89.72 91.64 92.67 89.03 88.37 91.10 90.82 89.91 91.92 92.10 91.59 91.29 91.42 92.19 93.30 89.39 91.68 90.38
493 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 91.36 91.66 92.78 89.33 94.12 90.38 90.14 91.69 92.07 90.82 92.79 90.66 91.35 91.76 91.55 91.57 93.32 90.56 91.72 91.65 91.46 93.44 90.91 91.69 90.94
494 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 91.33 90.47 93.10 91.05 91.67 89.93 90.04 92.00 91.12 92.13 90.13 89.87 92.83 91.88 90.76 91.62 91.46 90.23 90.75 92.14 93.56 93.49 91.44 92.72 92.60
495 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 91.31 91.25 90.11 89.34 92.93 90.21 91.61 91.42 90.09 90.99 91.75 91.86 91.29 92.56 92.10 91.87 92.20 90.51 91.46 91.59 92.28 92.74 90.38 90.55 90.74
512 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 92.39 92.83 92.03 92.05 91.28 91.96 92.41 92.54 90.59 93.13 92.12 90.59 88.68 92.94 90.60 92.05 92.43 92.70 92.31 93.43 92.36 93.23 92.55 93.85 91.24
513 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 91.37 91.98 92.07 90.68 93.02 91.40 93.06 90.56 90.72 92.74 91.65 89.09 93.69 92.56 92.11 92.91 92.17 90.70 90.82 93.45 92.70 92.96 91.44 91.63 92.10
514 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 93.25 92.65 90.92 90.21 91.52 92.89 91.36 93.31 92.77 91.70 92.53 91.83 93.22 91.77 93.50 92.37 92.51 93.18 91.71 91.63 76.36 93.17 92.70 95.06 93.28
515 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 93.28 92.23 91.59 90.12 90.87 91.07 91.85 93.02 90.51 91.39 91.21 94.47 92.52 91.55 91.21 93.75 92.22 92.18 93.03 94.39 92.69 90.20 91.72 93.22 92.69
532 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 90.40 91.85 94.24 90.50 93.88 90.27 91.98 92.79 91.73 93.61 92.34 91.64 90.88 93.21 93.06 92.04 92.36 91.50 93.55 92.88 92.71 92.18 92.38 92.42 92.45
533 372 32 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 91.09 92.39 93.61 91.02 89.42 92.30 91.72 93.67 92.16 91.90 92.59 92.29 91.30 91.49 90.75 92.83 92.38 92.48 92.85 93.87 93.97 94.87 92.91 92.02 91.09
534 372 32 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 90.65 91.31 93.31 91.46 91.42 90.80 91.78 90.43 92.87 93.17 92.21 93.05 92.75 92.71 93.99 91.71 88.70 92.24 89.53 92.51 93.31 92.46 92.95 92.46 91.94
535 372 32 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 92.74 92.42 90.95 90.80 91.83 92.85 90.41 88.87 92.09 92.69 91.78 90.42 92.95 93.84 77.25 91.46 92.65 92.30 93.27 92.80 83.95 91.85 93.04 93.09 92.19
552 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.22 90.97 92.69 92.62 91.48 91.31 91.37 90.38 89.74 91.21 92.61 93.07 92.16 90.24 91.19 92.81 94.01 91.80 92.01 93.01 91.08 93.30 92.44 91.83 92.67
553 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 91.91 91.22 91.06 92.13 90.02 91.11 90.39 91.66 93.72 93.48 92.70 89.86 90.06 91.68 91.52 91.12 93.08 92.61 91.06 92.69 90.95 91.58 93.09 91.24 91.10
554 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 90.59 93.60 90.33 90.65 91.47 91.51 91.23 89.91 87.98 90.58 92.99 89.02 91.37 91.84 91.71 89.50 91.94 90.26 91.26 93.75 92.27 93.11 91.89 92.23 90.51
555 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 91.01 91.96 90.09 88.79 92.91 89.51 89.04 91.05 89.78 91.10 93.18 91.93 88.70 89.41 90.16 90.03 90.99 90.46 91.12 92.20 91.50 91.36 90.15 90.05 89.84
572 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.66 89.69 90.85 91.81 93.74 89.59 91.70 91.00 91.59 92.31 92.92 91.21 91.34 92.91 90.89 93.35 91.98 91.38 91.03 91.41 93.41 93.16 92.14 93.61 93.09
573 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.06 92.24 94.39 91.47 91.33 90.51 91.42 91.48 91.01 94.07 93.15 89.31 92.30 90.41 91.40 90.85 93.07 92.71 92.95 90.82 92.53 91.65 92.04 92.74 92.85
574 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.42 92.43 92.28 92.55 92.90 90.10 93.09 90.29 93.35 92.80 90.76 91.39 91.53 94.81 90.79 92.65 93.65 92.26 90.71 90.74 92.82 92.75 92.32 91.27 92.22
575 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 93.05 92.00 90.32 90.68 93.15 92.38 93.68 92.49 91.42 91.31 92.37 90.92 92.87 93.29 93.49 90.46 92.67 92.40 92.12 92.53 93.37 92.87 91.21 91.83 90.34
592 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.74 91.55 92.21 92.04 92.12 91.34 90.91 93.62 91.92 93.44 92.69 91.68 92.79 92.96 91.96 91.22 89.73 91.26 93.43 93.25 91.44 93.65 94.17 92.23 91.93
593 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 92.24 91.99 91.06 94.07 92.14 92.65 92.85 92.94 93.06 92.30 93.22 92.35 92.13 92.67 90.67 92.96 93.18 92.39 92.24 92.34 93.33 93.16 94.01 93.22 90.42
594 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.91 92.55 93.31 90.89 92.72 92.15 90.60 89.27 92.14 93.29 93.90 91.05 91.67 90.92 90.10 91.42 93.44 91.86 91.85 94.03 91.77 94.69 92.61 93.31 93.31
595 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.28 91.87 93.31 91.46 92.57 90.24 92.37 91.85 92.84 91.31 93.64 90.92 93.88 90.34 92.29 92.18 91.34 92.78 92.18 93.81 91.71 94.10 93.18 93.25 92.62
612 372 32 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 90.94 91.45 90.27 91.79 91.75 91.10 91.21 90.93 91.52 91.47 91.94 90.89 91.51 91.24 91.73 90.25 91.55 91.75 91.87 92.39 90.62 91.89 92.19 89.82 90.44
613 372 32 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.25 91.88 88.94 89.72 91.20 90.66 91.33 91.89 91.19 90.80 93.95 89.41 92.10 91.41 90.04 91.20 93.90 89.59 91.89 92.90 91.31 93.46 89.37 92.07 88.89
614 372 32 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.00 92.36 90.69 89.13 92.47 88.59 91.86 91.25 89.90 90.59 91.86 89.62 91.78 91.33 90.48 91.61 91.87 92.39 89.49 92.20 89.64 91.53 90.55 91.17 89.03
615 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.73 90.92 92.76 89.25 91.76 89.29 90.75 89.69 90.36 90.75 92.42 91.06 90.75 91.23 91.52 90.31 92.54 93.68 90.98 92.74 90.93 91.87 91.84 90.92 88.92
632 372 32 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 93.29 92.16 93.62 92.36 91.75 92.21 91.32 90.17 92.28 92.01 93.27 89.15 91.97 90.61 90.81 92.17 93.42 93.40 92.06 93.30 91.99 90.42 91.82 91.56 91.20
633 372 32 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 91.52 91.53 93.09 90.38 92.62 92.25 89.13 90.51 92.19 91.32 92.34 90.96 89.78 92.16 89.82 92.07 93.55 91.70 92.29 91.54 92.77 92.49 92.97 91.99 90.85
634 372 32 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 90.87 92.46 92.98 91.46 90.87 91.87 91.66 91.26 93.13 92.55 90.86 91.80 92.15 92.44 89.74 91.63 92.00 91.04 93.91 92.63 91.46 92.36 90.99 92.12 88.95
635 372 32 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 91.70 93.43 91.48 90.08 90.89 91.05 93.50 92.85 91.13 89.71 92.61 90.37 88.91 91.91 92.53 92.91 93.02 93.53 93.21 93.17 91.64 92.98 90.15 93.16 91.36
652 372 32 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 91.44 94.15 92.51 93.27 91.20 90.27 90.96 90.71 90.81 90.58 90.16 91.38 92.37 92.37 91.23 93.98 92.88 93.71 91.68 92.87 93.05 92.60 92.54 92.85 91.51
653 372 32 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 92.88 92.81 92.89 91.72 92.93 92.23 94.82 90.59 92.33 91.65 92.24 92.64 92.56 92.22 93.11 91.52 94.44 92.75 92.20 92.39 93.30 93.34 91.65 92.15 92.20
654 372 32 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 91.37 90.60 92.81 90.34 93.22 90.55 91.54 92.25 90.70 93.57 91.28 90.24 93.08 93.55 92.50 90.61 91.85 91.91 92.79 93.22 92.20 93.32 91.89 92.97 91.19
655 372 32 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 92.60 90.91 92.99 92.78 92.67 91.04 90.95 91.09 92.39 92.93 92.79 92.17 92.81 92.37 94.08 93.48 92.51 91.68 94.11 92.67 93.42 93.91 91.98 92.51 92.27
672 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 92.24 92.38 91.77 90.23 92.16 89.54 91.03 91.73 91.36 93.16 91.46 89.96 89.46 90.95 92.99 89.44 90.54 91.91 92.54 92.92 91.49 90.36 91.03 90.90 90.04
673 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 92.46 90.50 92.80 91.82 92.50 90.80 90.88 89.21 89.87 93.27 91.83 90.38 91.98 91.94 90.71 92.76 92.67 91.30 90.33 91.89 91.16 91.44 90.63 90.48 92.88
674 372 32 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 91.46 90.93 93.07 91.45 90.50 91.87 89.48 91.02 90.26 90.17 91.60 91.51 91.28 90.32 92.12 89.14 91.97 89.64 91.58 91.28 91.55 92.41 91.99 91.91 91.53
675 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 91.40 90.87 92.39 92.71 93.13 90.40 90.30 92.82 92.43 92.37 92.04 90.77 92.24 93.44 92.88 93.70 92.01 91.91 92.05 90.80 92.10 90.95 92.38 92.82 90.76
692 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 91.36 92.11 91.53 92.89 93.33 91.08 92.52 93.40 92.27 92.17 92.36 91.38 89.76 92.23 93.11 92.44 90.64 92.03 92.99 92.38 94.01 93.31 76.66 92.37 90.53
693 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 91.01 92.37 92.41 92.23 91.67 91.30 93.26 92.63 90.53 94.10 89.28 91.31 91.90 93.13 93.82 91.57 92.31 92.46 90.98 93.05 92.59 91.72 93.39 90.81 91.75
694 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 94.09 91.57 93.03 90.28 90.93 91.70 88.27 92.78 90.64 92.77 91.21 89.68 92.85 91.04 94.40 92.49 89.64 91.99 93.12 94.00 94.01 93.58 90.79 93.18 89.27
695 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 91.34 90.69 92.90 91.54 93.00 90.33 92.54 93.35 91.07 93.49 91.57 91.33 92.78 93.44 92.24 92.18 92.58 93.03 93.04 89.79 93.14 92.54 90.71 92.78 91.72
712 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 92.49 91.43 92.94 91.83 94.82 91.15 91.83 92.97 92.11 73.98 91.51 89.71 92.56 90.88 92.72 92.81 91.60 90.38 90.94 93.86 78.09 76.90 93.68 92.50 92.32
713 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 91.96 92.31 94.70 91.60 94.84 90.39 92.21 72.27 92.86 92.68 90.35 89.91 90.99 92.73 93.44 92.51 93.44 93.33 91.62 93.10 92.66 92.09 92.04 92.18 91.03
714 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 93.68 93.15 92.95 91.99 94.11 92.73 92.79 90.94 92.66 92.61 89.65 89.60 92.03 92.45 93.59 93.66 94.41 92.20 92.74 91.00 72.86 93.79 92.92 92.07 91.57
715 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.07 91.95 92.61 89.74 92.22 92.27 92.78 93.39 91.86 92.32 92.99 91.61 92.25 93.63 90.06 89.85 92.65 92.72 94.25 92.69 93.09 93.04 92.47 91.78 92.50
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues = []
pvalues_real = []

for _,index in enumerate(dt_valid_sub.index):
  _, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
  pvalues_real.append(p_value)
  pvalues.append((p_value >= 0.05)*1)

  

dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues


dt_valid_sub1 = dt_valid_sub.query('sig == 1')


max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
552 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.26 90.57 90.39 90.41 87.78 89.70 89.23 90.62 89.48 89.54 90.40 91.52 88.69 89.65 89.74 89.42 90.34 89.73 90.73 90.27 90.64 88.92 90.91 89.66 88.19
553 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.50 89.91 89.43 90.31 88.57 90.04 90.05 89.33 89.29 91.56 90.15 89.97 89.95 89.86 89.44 89.29 89.90 89.83 89.67 88.52 89.92 90.34 89.61 89.38 88.91
675 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.34 88.96 88.49 89.94 88.62 91.84 88.84 91.73 89.38 90.73 89.57 90.57 87.64 89.94 91.16 90.79 90.09 89.49 90.60 88.70 89.92 89.81 89.42 89.28 90.94
372 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.38 90.02 89.67 89.47 88.93 91.25 90.09 90.61 89.26 89.92 90.80 90.39 90.38 90.21 90.48 87.24 89.70 89.49 90.89 87.29 91.39 91.10 88.50 88.75 87.89
373 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.61 89.45 89.66 89.40 88.24 89.20 90.12 89.74 90.15 88.59 89.70 89.73 89.39 89.56 89.88 89.71 90.76 89.25 90.60 90.69 89.69 90.17 89.02 90.31 88.15
374 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.83 90.11 90.63 90.50 88.51 90.94 90.51 89.24 89.84 89.52 91.25 90.05 89.58 90.39 90.53 91.30 90.19 88.97 89.78 89.98 88.33 89.15 89.90 90.74 88.05
493 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.22 90.26 89.44 90.07 88.85 89.92 89.98 89.41 88.70 89.74 90.59 88.80 89.16 90.09 89.48 89.53 91.31 90.60 89.66 91.14 88.07 88.22 89.85 89.60 89.79
494 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.81 89.98 89.75 90.52 90.81 90.01 88.90 89.79 89.39 89.16 88.64 90.57 88.43 90.57 90.50 89.66 90.00 89.46 90.08 88.70 89.32 89.82 90.44 90.36 89.80
572 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.65 88.79 89.27 88.78 89.95 88.64 88.26 89.07 90.08 91.17 90.48 90.40 90.94 90.22 90.09 88.93 89.15 88.87 91.04 87.81 90.00 88.90 89.83 91.05 90.59
573 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.25 87.88 90.53 89.20 88.78 90.64 88.34 88.44 89.25 89.30 90.56 90.66 89.59 89.46 90.40 90.07 89.17 90.04 90.00 87.37 90.93 89.36 88.74 90.90 91.39
574 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.80 90.39 89.45 89.48 90.12 89.81 89.88 90.22 90.07 90.04 89.86 90.98 90.13 91.29 89.21 90.00 89.58 90.51 90.20 88.94 90.61 87.88 89.48 88.71 88.68
575 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.05 90.18 90.61 90.09 90.14 89.98 90.84 90.18 88.71 89.35 90.80 91.07 90.10 89.75 90.40 90.26 89.70 89.23 90.58 90.69 89.59 88.18 89.56 90.81 88.74
692 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 87.78 90.36 88.55 90.47 90.66 90.46 90.18 90.48 91.05 88.92 90.67 89.84 88.44 88.92 90.59 90.94 90.79 89.46 88.96 88.98 90.46 89.19 76.39 89.68 88.22
693 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 87.67 89.22 89.55 89.25 88.64 90.04 88.82 89.97 88.91 91.12 88.22 89.26 89.48 90.95 90.22 91.02 90.35 90.51 89.22 89.81 89.26 88.89 91.81 88.37 89.12
694 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 89.44 90.07 89.12 89.15 88.81 89.80 88.51 89.45 89.29 90.46 89.60 90.99 92.23 89.57 91.05 90.61 89.74 89.27 89.60 89.28 89.83 89.08 86.28 89.26 87.76
695 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 88.43 90.00 89.46 89.48 90.13 89.88 88.53 89.44 88.43 90.65 87.98 89.61 89.63 89.74 90.59 89.89 90.25 90.14 91.76 86.88 89.87 91.03 89.31 88.58 89.78
393 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.05 89.33 89.99 88.65 89.50 89.47 89.55 89.49 89.68 88.12 90.66 92.12 89.96 88.60 89.55 90.19 88.40 89.78 91.11 89.72 89.89 90.21 89.27 91.49 89.28
394 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.62 89.60 89.64 89.23 90.38 89.72 89.21 89.84 89.39 90.60 89.84 90.89 90.96 89.71 89.35 89.49 89.42 88.87 88.69 90.39 90.65 88.84 90.24 88.77 89.02
454 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.24 89.53 88.95 89.72 89.94 88.88 91.76 89.67 90.23 88.79 90.12 88.83 91.00 89.50 89.98 89.24 89.07 90.53 90.00 89.99 89.28 88.50 90.63 88.45 88.01
513 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.52 88.70 88.16 89.21 88.66 90.93 89.75 90.39 88.68 88.93 89.36 90.87 88.82 90.58 88.59 90.40 89.32 91.23 90.01 91.36 89.50 88.77 90.00 88.81 89.51
514 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.94 90.01 88.70 89.46 88.29 90.21 87.11 90.31 88.46 89.39 88.65 91.75 91.96 88.18 91.42 89.71 91.30 90.26 91.04 88.22 78.16 88.60 88.51 89.85 90.14
515 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 88.37 89.97 89.57 88.21 90.19 91.02 89.44 89.40 90.08 89.48 89.89 91.98 89.57 89.01 88.63 89.08 89.38 90.66 90.36 90.68 89.45 87.78 88.94 89.56 88.29
592 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.86 88.38 90.61 89.66 89.31 90.22 90.30 90.84 88.69 90.01 90.89 90.40 90.47 90.14 89.57 89.04 88.33 89.68 90.17 87.85 90.85 89.26 90.48 91.34 89.54
594 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.14 90.32 89.36 90.13 90.32 91.03 87.89 90.89 89.37 88.79 90.47 90.05 90.23 88.82 89.89 88.58 89.67 90.15 89.67 89.57 90.20 90.30 88.96 88.86 88.82
595 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.02 89.65 88.09 89.71 91.04 89.88 90.93 89.67 90.29 88.97 91.18 89.84 90.45 88.76 89.28 88.84 90.61 91.06 90.17 89.91 89.99 90.09 89.66 89.14 90.62
713 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 88.77 90.13 87.69 90.81 89.45 90.24 89.04 76.59 90.23 89.09 89.27 89.78 88.53 88.51 90.36 90.53 90.76 90.76 89.47 88.59 89.74 88.68 89.39 89.18 89.87
714 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 89.09 88.78 88.17 90.84 89.01 88.62 90.27 89.71 89.77 90.58 89.58 90.66 91.98 89.02 88.93 89.69 89.29 88.53 89.24 89.73 75.93 88.89 88.72 90.00 89.42
715 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 88.85 90.51 90.32 87.58 89.39 90.50 87.92 91.09 89.63 89.33 90.07 89.62 91.10 87.91 88.72 89.32 90.56 90.57 90.55 90.51 89.76 90.74 87.58 90.33 89.60
412 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.43 89.67 89.03 89.89 89.25 88.95 88.39 89.67 90.08 90.53 90.78 89.98 90.32 89.92 89.84 90.50 89.45 88.79 90.33 89.61 89.42 88.83 90.11 88.63 89.67
414 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.47 90.52 88.59 90.01 90.42 88.91 89.11 89.42 88.62 89.23 90.57 90.01 90.13 90.55 89.47 89.79 90.07 88.97 90.44 90.01 89.67 88.59 90.99 89.89 89.95
415 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.62 90.28 89.67 88.85 87.69 90.45 89.70 91.10 88.64 89.91 90.58 90.54 88.84 88.84 88.54 89.93 89.52 91.89 90.23 90.27 91.62 89.63 89.37 89.93 89.42
153 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 87.94 87.59 86.60 89.37 87.47 90.79 88.81 89.68 89.24 87.91 88.12 89.52 88.48 89.77 42.66 88.61 89.15 90.29 89.12 88.74 89.95 89.46 87.12 89.12 90.01 
Size of the All data:  (144, 28)
Size of the Sig data:  (32, 28)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
3 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.22 90.97 92.69 92.62 91.48 91.31 91.37 90.38 89.74 91.21 92.61 93.07 92.16 90.24 91.19 92.81 94.01 91.80 92.01 93.01 91.08 93.30 92.44 91.83 92.67
12 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 91.91 91.22 91.06 92.13 90.02 91.11 90.39 91.66 93.72 93.48 92.70 89.86 90.06 91.68 91.52 91.12 93.08 92.61 91.06 92.69 90.95 91.58 93.09 91.24 91.10
5 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 91.40 90.87 92.39 92.71 93.13 90.40 90.30 92.82 92.43 92.37 92.04 90.77 92.24 93.44 92.88 93.70 92.01 91.91 92.05 90.80 92.10 90.95 92.38 92.82 90.76
11 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.24 90.21 91.67 90.79 90.31 90.60 90.17 90.48 90.79 92.15 89.91 89.55 90.78 92.15 91.21 88.12 92.47 91.34 91.42 90.48 90.95 91.39 92.12 90.71 90.22
15 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.30 90.32 90.90 88.86 89.47 93.28 92.78 91.35 90.31 92.21 91.01 90.98 90.98 91.85 87.67 89.65 90.72 90.66 90.73 94.14 91.50 93.49 91.97 91.95 91.24
2 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.14 90.50 93.40 90.81 91.61 90.90 90.77 90.19 90.05 91.11 93.90 91.15 88.31 93.72 89.99 91.55 90.68 92.38 91.29 92.68 91.84 93.43 91.75 90.98 90.15
17 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 91.36 91.66 92.78 89.33 94.12 90.38 90.14 91.69 92.07 90.82 92.79 90.66 91.35 91.76 91.55 91.57 93.32 90.56 91.72 91.65 91.46 93.44 90.91 91.69 90.94
9 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 91.33 90.47 93.10 91.05 91.67 89.93 90.04 92.00 91.12 92.13 90.13 89.87 92.83 91.88 90.76 91.62 91.46 90.23 90.75 92.14 93.56 93.49 91.44 92.72 92.60
19 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.66 89.69 90.85 91.81 93.74 89.59 91.70 91.00 91.59 92.31 92.92 91.21 91.34 92.91 90.89 93.35 91.98 91.38 91.03 91.41 93.41 93.16 92.14 93.61 93.09
23 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.06 92.24 94.39 91.47 91.33 90.51 91.42 91.48 91.01 94.07 93.15 89.31 92.30 90.41 91.40 90.85 93.07 92.71 92.95 90.82 92.53 91.65 92.04 92.74 92.85
6 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.42 92.43 92.28 92.55 92.90 90.10 93.09 90.29 93.35 92.80 90.76 91.39 91.53 94.81 90.79 92.65 93.65 92.26 90.71 90.74 92.82 92.75 92.32 91.27 92.22
0 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 93.05 92.00 90.32 90.68 93.15 92.38 93.68 92.49 91.42 91.31 92.37 90.92 92.87 93.29 93.49 90.46 92.67 92.40 92.12 92.53 93.37 92.87 91.21 91.83 90.34
27 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 91.36 92.11 91.53 92.89 93.33 91.08 92.52 93.40 92.27 92.17 92.36 91.38 89.76 92.23 93.11 92.44 90.64 92.03 92.99 92.38 94.01 93.31 76.66 92.37 90.53
21 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 91.01 92.37 92.41 92.23 91.67 91.30 93.26 92.63 90.53 94.10 89.28 91.31 91.90 93.13 93.82 91.57 92.31 92.46 90.98 93.05 92.59 91.72 93.39 90.81 91.75
26 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 94.09 91.57 93.03 90.28 90.93 91.70 88.27 92.78 90.64 92.77 91.21 89.68 92.85 91.04 94.40 92.49 89.64 91.99 93.12 94.00 94.01 93.58 90.79 93.18 89.27
22 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 91.34 90.69 92.90 91.54 93.00 90.33 92.54 93.35 91.07 93.49 91.57 91.33 92.78 93.44 92.24 92.18 92.58 93.03 93.04 89.79 93.14 92.54 90.71 92.78 91.72
8 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.26 89.59 92.79 92.57 89.33 90.80 92.25 91.07 92.05 91.04 91.30 92.35 92.92 90.96 91.09 91.73 92.31 91.86 94.40 91.21 93.07 92.46 92.00 92.54 90.67
13 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.32 91.97 91.77 90.56 90.65 92.47 92.09 91.02 93.08 91.03 91.14 90.21 92.46 94.61 91.78 92.12 94.55 89.78 93.04 93.79 92.62 92.93 91.45 92.30 91.13
20 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.52 91.67 90.17 91.50 94.28 91.43 91.97 92.85 91.36 91.15 93.75 91.81 90.65 91.52 92.36 92.55 92.97 92.64 91.34 91.81 91.13 92.15 92.36 91.27 92.06
24 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 91.37 91.98 92.07 90.68 93.02 91.40 93.06 90.56 90.72 92.74 91.65 89.09 93.69 92.56 92.11 92.91 92.17 90.70 90.82 93.45 92.70 92.96 91.44 91.63 92.10
28 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 93.25 92.65 90.92 90.21 91.52 92.89 91.36 93.31 92.77 91.70 92.53 91.83 93.22 91.77 93.50 92.37 92.51 93.18 91.71 91.63 76.36 93.17 92.70 95.06 93.28
25 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 93.28 92.23 91.59 90.12 90.87 91.07 91.85 93.02 90.51 91.39 91.21 94.47 92.52 91.55 91.21 93.75 92.22 92.18 93.03 94.39 92.69 90.20 91.72 93.22 92.69
4 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.74 91.55 92.21 92.04 92.12 91.34 90.91 93.62 91.92 93.44 92.69 91.68 92.79 92.96 91.96 91.22 89.73 91.26 93.43 93.25 91.44 93.65 94.17 92.23 91.93
16 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.91 92.55 93.31 90.89 92.72 92.15 90.60 89.27 92.14 93.29 93.90 91.05 91.67 90.92 90.10 91.42 93.44 91.86 91.85 94.03 91.77 94.69 92.61 93.31 93.31
1 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.28 91.87 93.31 91.46 92.57 90.24 92.37 91.85 92.84 91.31 93.64 90.92 93.88 90.34 92.29 92.18 91.34 92.78 92.18 93.81 91.71 94.10 93.18 93.25 92.62
29 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 91.96 92.31 94.70 91.60 94.84 90.39 92.21 72.27 92.86 92.68 90.35 89.91 90.99 92.73 93.44 92.51 93.44 93.33 91.62 93.10 92.66 92.09 92.04 92.18 91.03
30 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 93.68 93.15 92.95 91.99 94.11 92.73 92.79 90.94 92.66 92.61 89.65 89.60 92.03 92.45 93.59 93.66 94.41 92.20 92.74 91.00 72.86 93.79 92.92 92.07 91.57
14 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.07 91.95 92.61 89.74 92.22 92.27 92.78 93.39 91.86 92.32 92.99 91.61 92.25 93.63 90.06 89.85 92.65 92.72 94.25 92.69 93.09 93.04 92.47 91.78 92.50
18 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.89 91.72 92.51 90.50 90.95 90.32 89.21 92.66 92.10 92.38 94.00 91.90 90.80 88.23 91.26 89.76 92.26 92.56 93.22 92.40 93.02 94.07 92.68 92.05 92.37
10 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.84 93.27 91.31 92.18 91.09 91.23 91.54 93.13 92.43 89.34 92.73 92.20 92.61 92.40 91.07 92.42 93.51 92.34 93.39 93.96 93.28 93.45 93.81 93.57 93.46
7 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.68 92.84 92.00 90.43 93.62 91.29 92.32 90.19 92.15 91.44 93.51 91.64 90.88 91.77 90.99 92.38 92.08 92.70 91.83 94.03 92.50 94.17 92.96 93.48 91.64
31 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 94.75 91.80 91.53 92.77 92.68 92.57 92.90 92.40 93.88 92.87 92.96 91.09 93.61 92.92 49.17 92.13 93.03 93.50 93.74 93.15 91.05 92.97 93.14 92.74 93.69 
Size of the test data:  (32, 33)

Difference

Code 
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):   
   diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)

html_table = diff.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

# 
# show(diff)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 negative_count
372 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.86 0.19 2.00 1.32 1.38 -0.65 0.08 -0.13 1.53 2.23 -0.89 -0.84 0.40 1.94 0.73 0.88 2.77 1.85 0.53 3.19 -0.44 0.29 3.62 1.96 2.33 5
373 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.69 0.87 1.24 -0.54 1.23 4.08 2.66 1.61 0.16 3.62 1.31 1.25 1.59 2.29 -2.21 -0.06 -0.04 1.41 0.13 3.45 1.81 3.32 2.95 1.64 3.09 4
694 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.65 1.50 3.91 1.13 2.12 1.90 -0.24 3.33 1.35 2.31 1.61 -1.31 0.62 1.47 3.35 1.88 -0.10 2.72 3.52 4.72 4.18 4.50 4.51 3.92 1.51 3
374 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.31 0.39 2.77 0.31 3.10 -0.04 0.26 0.95 0.21 1.59 2.65 1.10 -1.27 3.33 -0.54 0.25 0.49 3.41 1.51 2.70 3.51 4.28 1.85 0.24 2.10 3
552 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.04 0.40 2.30 2.21 3.70 1.61 2.14 -0.24 0.26 1.67 2.21 1.55 3.47 0.59 1.45 3.39 3.67 2.07 1.28 2.74 0.44 4.38 1.53 2.17 4.48 2
412 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.46 2.05 3.48 0.61 1.70 1.37 0.82 2.99 2.02 1.85 3.22 1.92 0.48 -1.69 1.42 -0.74 2.81 3.77 2.89 2.79 3.60 5.24 2.57 3.42 2.70 2
714 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.59 4.37 4.78 1.15 5.10 4.11 2.52 1.23 2.89 2.03 0.07 -1.06 0.05 3.43 4.66 3.97 5.12 3.67 3.50 1.27 -3.07 4.90 4.20 2.07 2.15 2
575 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.00 1.82 -0.29 0.59 3.01 2.40 2.84 2.31 2.71 1.96 1.57 -0.15 2.77 3.54 3.09 0.20 2.97 3.17 1.54 1.84 3.78 4.69 1.65 1.02 1.60 2
573 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.81 4.36 3.86 2.27 2.55 -0.13 3.08 3.04 1.76 4.77 2.59 -1.35 2.71 0.95 1.00 0.78 3.90 2.67 2.95 3.45 1.60 2.29 3.30 1.84 1.46 2
494 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.52 0.49 3.35 0.53 0.86 -0.08 1.14 2.21 1.73 2.97 1.49 -0.70 4.40 1.31 0.26 1.96 1.46 0.77 0.67 3.44 4.24 3.67 1.00 2.36 2.80 2
493 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.14 1.40 3.34 -0.74 5.27 0.46 0.16 2.28 3.37 1.08 2.20 1.86 2.19 1.67 2.07 2.04 2.01 -0.04 2.06 0.51 3.39 5.22 1.06 2.09 1.15 2
675 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.06 1.91 3.90 2.77 4.51 -1.44 1.46 1.09 3.05 1.64 2.47 0.20 4.60 3.50 1.72 2.91 1.92 2.42 1.45 2.10 2.18 1.14 2.96 3.54 -0.18 2
513 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.85 3.28 3.91 1.47 4.36 0.47 3.31 0.17 2.04 3.81 2.29 -1.78 4.87 1.98 3.52 2.51 2.85 -0.53 0.81 2.09 3.20 4.19 1.44 2.82 2.59 2
454 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.28 2.14 1.22 1.78 4.34 2.55 0.21 3.18 1.13 2.36 3.63 2.98 -0.35 2.02 2.38 3.31 3.90 2.11 1.34 1.82 1.85 3.65 1.73 2.82 4.05 1
415 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.06 2.56 2.33 1.58 5.93 0.84 2.62 -0.91 3.51 1.53 2.93 1.10 2.04 2.93 2.45 2.45 2.56 0.81 1.60 3.76 0.88 4.54 3.59 3.55 2.22 1
713 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.19 2.18 7.01 0.79 5.39 0.15 3.17 -4.32 2.63 3.59 1.08 0.13 2.46 4.22 3.08 1.98 2.68 2.57 2.15 4.51 2.92 3.41 2.65 3.00 1.16 1
594 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.77 2.23 3.95 0.76 2.40 1.12 2.71 -1.62 2.77 4.50 3.43 1.00 1.44 2.10 0.21 2.84 3.77 1.71 2.18 4.46 1.57 4.39 3.65 4.45 4.49 1
514 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.31 2.64 2.22 0.75 3.23 2.68 4.25 3.00 4.31 2.31 3.88 0.08 1.26 3.59 2.08 2.66 1.21 2.92 0.67 3.41 -1.80 4.57 4.19 5.21 3.14 1
393 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.21 0.26 2.80 3.92 -0.17 1.33 2.70 1.58 2.37 2.92 0.64 0.23 2.96 2.36 1.54 1.54 3.91 2.08 3.29 1.49 3.18 2.25 2.73 1.05 1.39 1
394 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.70 2.37 2.13 1.33 0.27 2.75 2.88 1.18 3.69 0.43 1.30 -0.68 1.50 4.90 2.43 2.63 5.13 0.91 4.35 3.40 1.97 4.09 1.21 3.53 2.11 1
553 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.41 1.31 1.63 1.82 1.45 1.07 0.34 2.33 4.43 1.92 2.55 -0.11 0.11 1.82 2.08 1.83 3.18 2.78 1.39 4.17 1.03 1.24 3.48 1.86 2.19 1
692 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.58 1.75 2.98 2.42 2.67 0.62 2.34 2.92 1.22 3.25 1.69 1.54 1.32 3.31 2.52 1.50 -0.15 2.57 4.03 3.40 3.55 4.12 0.27 2.69 2.31 1
572 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.01 0.90 1.58 3.03 3.79 0.95 3.44 1.93 1.51 1.14 2.44 0.81 0.40 2.69 0.80 4.42 2.83 2.51 -0.01 3.60 3.41 4.26 2.31 2.56 2.50 1
515 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.91 2.26 2.02 1.91 0.68 0.05 2.41 3.62 0.43 1.91 1.32 2.49 2.95 2.54 2.58 4.67 2.84 1.52 2.67 3.71 3.24 2.42 2.78 3.66 4.40 0
592 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.88 3.17 1.60 2.38 2.81 1.12 0.61 2.78 3.23 3.43 1.80 1.28 2.32 2.82 2.39 2.18 1.40 1.58 3.26 5.40 0.59 4.39 3.69 0.89 2.39 0
695 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.91 0.69 3.44 2.06 2.87 0.45 4.01 3.91 2.64 2.84 3.59 1.72 3.15 3.70 1.65 2.29 2.33 2.89 1.28 2.91 3.27 1.51 1.40 4.20 1.94 0
595 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.26 2.22 5.22 1.75 1.53 0.36 1.44 2.18 2.55 2.34 2.46 1.08 3.43 1.58 3.01 3.34 0.73 1.72 2.01 3.90 1.72 4.01 3.52 4.11 2.00 0
693 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.34 3.15 2.86 2.98 3.03 1.26 4.44 2.66 1.62 2.98 1.06 2.05 2.42 2.18 3.60 0.55 1.96 1.95 1.76 3.24 3.33 2.83 1.58 2.44 2.63 0
715 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.22 1.44 2.29 2.16 2.83 1.77 4.86 2.30 2.23 2.99 2.92 1.99 1.15 5.72 1.34 0.53 2.09 2.15 3.70 2.18 3.33 2.30 4.89 1.45 2.90 0
574 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.62 2.04 2.83 3.07 2.78 0.29 3.21 0.07 3.28 2.76 0.90 0.41 1.40 3.52 1.58 2.65 4.07 1.75 0.51 1.80 2.21 4.87 2.84 2.56 3.54 0
414 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.37 2.75 2.72 2.17 0.67 2.32 2.43 3.71 3.81 0.11 2.16 2.19 2.48 1.85 1.60 2.63 3.44 3.37 2.95 3.95 3.61 4.86 2.82 3.68 3.51 0
153 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 6.81 4.21 4.93 3.40 5.21 1.78 4.09 2.72 4.64 4.96 4.84 1.57 5.13 3.15 6.51 3.52 3.88 3.21 4.62 4.41 1.10 3.51 6.02 3.62 3.68 0

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_12 90.351562 0.819402
mAP_valid_abs_values_19 90.124063 0.692223
mAP_valid_abs_values_6 90.061563 0.783454
mAP_valid_abs_values_11 89.978125 0.889855
mAP_valid_abs_values_18 89.902187 0.802053
mAP_valid_abs_values_13 89.892500 1.115278
mAP_valid_abs_values_17 89.853750 0.732806
mAP_valid_abs_values_16 89.737500 0.839197
mAP_valid_abs_values_10 89.669687 0.890036
mAP_valid_abs_values_2 89.660000 0.770119
mAP_valid_abs_values_25 89.649687 0.883455
mAP_valid_abs_values_14 89.624687 0.800758
mAP_valid_abs_values_4 89.620312 0.735810
mAP_valid_abs_values_8 89.546250 2.464858
mAP_valid_abs_values_9 89.448750 0.647968
mAP_valid_abs_values_7 89.383125 1.013402
mAP_valid_abs_values_21 89.381250 1.161403
mAP_valid_abs_values_5 89.307813 0.953340
mAP_valid_abs_values_23 89.287813 0.870034
mAP_valid_abs_values_26 89.286563 0.933473
mAP_valid_abs_values_3 89.285625 0.926164
mAP_valid_abs_values 89.123437 0.829129
mAP_valid_abs_values_22 89.121562 3.265460
mAP_valid_abs_values_24 89.031875 2.558811
mAP_valid_abs_values_15 88.391875 8.379058


We then apply the hyperparameters to the test set and average the results.

Code 
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 92.891875 1.002331
mAP_test_abs_values_21 92.500313 1.258098
mAP_test_abs_values_17 92.403437 1.205639
mAP_test_abs_values_25 92.350313 0.958068
mAP_test_abs_values_3 92.232812 1.069116
mAP_test_abs_values_19 92.205000 1.072531
mAP_test_abs_values_14 92.165625 1.354964
mAP_test_abs_values_10 92.163438 1.049570
mAP_test_abs_values_5 92.139062 1.432702
mAP_test_abs_values_11 92.084688 1.331368
mAP_test_abs_values_18 92.041875 0.906612
mAP_test_abs_values_13 91.906563 1.233805
mAP_test_abs_values_16 91.846563 1.265598
average_map 91.830625 0.367075
mAP_test_abs_values_26 91.796875 1.106970
mAP_test_abs_values_9 91.795000 1.074208
mAP_test_abs_values_24 91.781563 2.882195
mAP_test_abs_values 91.677813 1.247135
mAP_test_abs_values_7 91.645313 1.272805
mAP_test_abs_values_2 91.638125 0.948528
mAP_test_abs_values_22 91.289687 4.488588
mAP_test_abs_values_4 91.280937 1.059069
mAP_test_abs_values_8 91.235625 3.658830
mAP_test_abs_values_6 91.234062 0.946494
mAP_test_abs_values_12 91.056250 1.140803
mAP_test_abs_values_15 90.402813 7.648772
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
552 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.26 90.57 90.39 90.41 87.78 89.70 89.23 90.62 89.48 89.54 90.40 91.52 88.69 89.65 89.74 89.42 90.34 89.73 90.73 90.27 90.64 88.92 90.91 89.66 88.19
675 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.34 88.96 88.49 89.94 88.62 91.84 88.84 91.73 89.38 90.73 89.57 90.57 87.64 89.94 91.16 90.79 90.09 89.49 90.60 88.70 89.92 89.81 89.42 89.28 90.94
372 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.38 90.02 89.67 89.47 88.93 91.25 90.09 90.61 89.26 89.92 90.80 90.39 90.38 90.21 90.48 87.24 89.70 89.49 90.89 87.29 91.39 91.10 88.50 88.75 87.89
374 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.83 90.11 90.63 90.50 88.51 90.94 90.51 89.24 89.84 89.52 91.25 90.05 89.58 90.39 90.53 91.30 90.19 88.97 89.78 89.98 88.33 89.15 89.90 90.74 88.05
494 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.81 89.98 89.75 90.52 90.81 90.01 88.90 89.79 89.39 89.16 88.64 90.57 88.43 90.57 90.50 89.66 90.00 89.46 90.08 88.70 89.32 89.82 90.44 90.36 89.80
572 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.65 88.79 89.27 88.78 89.95 88.64 88.26 89.07 90.08 91.17 90.48 90.40 90.94 90.22 90.09 88.93 89.15 88.87 91.04 87.81 90.00 88.90 89.83 91.05 90.59
573 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.25 87.88 90.53 89.20 88.78 90.64 88.34 88.44 89.25 89.30 90.56 90.66 89.59 89.46 90.40 90.07 89.17 90.04 90.00 87.37 90.93 89.36 88.74 90.90 91.39
574 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.80 90.39 89.45 89.48 90.12 89.81 89.88 90.22 90.07 90.04 89.86 90.98 90.13 91.29 89.21 90.00 89.58 90.51 90.20 88.94 90.61 87.88 89.48 88.71 88.68
575 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.05 90.18 90.61 90.09 90.14 89.98 90.84 90.18 88.71 89.35 90.80 91.07 90.10 89.75 90.40 90.26 89.70 89.23 90.58 90.69 89.59 88.18 89.56 90.81 88.74
692 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 87.78 90.36 88.55 90.47 90.66 90.46 90.18 90.48 91.05 88.92 90.67 89.84 88.44 88.92 90.59 90.94 90.79 89.46 88.96 88.98 90.46 89.19 76.39 89.68 88.22
393 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.05 89.33 89.99 88.65 89.50 89.47 89.55 89.49 89.68 88.12 90.66 92.12 89.96 88.60 89.55 90.19 88.40 89.78 91.11 89.72 89.89 90.21 89.27 91.49 89.28
394 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.62 89.60 89.64 89.23 90.38 89.72 89.21 89.84 89.39 90.60 89.84 90.89 90.96 89.71 89.35 89.49 89.42 88.87 88.69 90.39 90.65 88.84 90.24 88.77 89.02
514 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.94 90.01 88.70 89.46 88.29 90.21 87.11 90.31 88.46 89.39 88.65 91.75 91.96 88.18 91.42 89.71 91.30 90.26 91.04 88.22 78.16 88.60 88.51 89.85 90.14
592 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.86 88.38 90.61 89.66 89.31 90.22 90.30 90.84 88.69 90.01 90.89 90.40 90.47 90.14 89.57 89.04 88.33 89.68 90.17 87.85 90.85 89.26 90.48 91.34 89.54
594 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.14 90.32 89.36 90.13 90.32 91.03 87.89 90.89 89.37 88.79 90.47 90.05 90.23 88.82 89.89 88.58 89.67 90.15 89.67 89.57 90.20 90.30 88.96 88.86 88.82
595 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.02 89.65 88.09 89.71 91.04 89.88 90.93 89.67 90.29 88.97 91.18 89.84 90.45 88.76 89.28 88.84 90.61 91.06 90.17 89.91 89.99 90.09 89.66 89.14 90.62
715 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 88.85 90.51 90.32 87.58 89.39 90.50 87.92 91.09 89.63 89.33 90.07 89.62 91.10 87.91 88.72 89.32 90.56 90.57 90.55 90.51 89.76 90.74 87.58 90.33 89.60
414 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.47 90.52 88.59 90.01 90.42 88.91 89.11 89.42 88.62 89.23 90.57 90.01 90.13 90.55 89.47 89.79 90.07 88.97 90.44 90.01 89.67 88.59 90.99 89.89 89.95
415 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.62 90.28 89.67 88.85 87.69 90.45 89.70 91.10 88.64 89.91 90.58 90.54 88.84 88.84 88.54 89.93 89.52 91.89 90.23 90.27 91.62 89.63 89.37 89.93 89.42 
Size of the All data:  (144, 28)
Size of the Sig data:  (19, 33)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
3 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.22 90.97 92.69 92.62 91.48 91.31 91.37 90.38 89.74 91.21 92.61 93.07 92.16 90.24 91.19 92.81 94.01 91.80 92.01 93.01 91.08 93.30 92.44 91.83 92.67
5 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 91.40 90.87 92.39 92.71 93.13 90.40 90.30 92.82 92.43 92.37 92.04 90.77 92.24 93.44 92.88 93.70 92.01 91.91 92.05 90.80 92.10 90.95 92.38 92.82 90.76
11 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.24 90.21 91.67 90.79 90.31 90.60 90.17 90.48 90.79 92.15 89.91 89.55 90.78 92.15 91.21 88.12 92.47 91.34 91.42 90.48 90.95 91.39 92.12 90.71 90.22
2 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.14 90.50 93.40 90.81 91.61 90.90 90.77 90.19 90.05 91.11 93.90 91.15 88.31 93.72 89.99 91.55 90.68 92.38 91.29 92.68 91.84 93.43 91.75 90.98 90.15
9 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 91.33 90.47 93.10 91.05 91.67 89.93 90.04 92.00 91.12 92.13 90.13 89.87 92.83 91.88 90.76 91.62 91.46 90.23 90.75 92.14 93.56 93.49 91.44 92.72 92.60
15 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.66 89.69 90.85 91.81 93.74 89.59 91.70 91.00 91.59 92.31 92.92 91.21 91.34 92.91 90.89 93.35 91.98 91.38 91.03 91.41 93.41 93.16 92.14 93.61 93.09
16 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.06 92.24 94.39 91.47 91.33 90.51 91.42 91.48 91.01 94.07 93.15 89.31 92.30 90.41 91.40 90.85 93.07 92.71 92.95 90.82 92.53 91.65 92.04 92.74 92.85
6 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.42 92.43 92.28 92.55 92.90 90.10 93.09 90.29 93.35 92.80 90.76 91.39 91.53 94.81 90.79 92.65 93.65 92.26 90.71 90.74 92.82 92.75 92.32 91.27 92.22
0 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 93.05 92.00 90.32 90.68 93.15 92.38 93.68 92.49 91.42 91.31 92.37 90.92 92.87 93.29 93.49 90.46 92.67 92.40 92.12 92.53 93.37 92.87 91.21 91.83 90.34
17 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 91.36 92.11 91.53 92.89 93.33 91.08 92.52 93.40 92.27 92.17 92.36 91.38 89.76 92.23 93.11 92.44 90.64 92.03 92.99 92.38 94.01 93.31 76.66 92.37 90.53
8 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.26 89.59 92.79 92.57 89.33 90.80 92.25 91.07 92.05 91.04 91.30 92.35 92.92 90.96 91.09 91.73 92.31 91.86 94.40 91.21 93.07 92.46 92.00 92.54 90.67
12 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.32 91.97 91.77 90.56 90.65 92.47 92.09 91.02 93.08 91.03 91.14 90.21 92.46 94.61 91.78 92.12 94.55 89.78 93.04 93.79 92.62 92.93 91.45 92.30 91.13
18 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 93.25 92.65 90.92 90.21 91.52 92.89 91.36 93.31 92.77 91.70 92.53 91.83 93.22 91.77 93.50 92.37 92.51 93.18 91.71 91.63 76.36 93.17 92.70 95.06 93.28
4 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.74 91.55 92.21 92.04 92.12 91.34 90.91 93.62 91.92 93.44 92.69 91.68 92.79 92.96 91.96 91.22 89.73 91.26 93.43 93.25 91.44 93.65 94.17 92.23 91.93
14 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.91 92.55 93.31 90.89 92.72 92.15 90.60 89.27 92.14 93.29 93.90 91.05 91.67 90.92 90.10 91.42 93.44 91.86 91.85 94.03 91.77 94.69 92.61 93.31 93.31
1 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.28 91.87 93.31 91.46 92.57 90.24 92.37 91.85 92.84 91.31 93.64 90.92 93.88 90.34 92.29 92.18 91.34 92.78 92.18 93.81 91.71 94.10 93.18 93.25 92.62
13 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.07 91.95 92.61 89.74 92.22 92.27 92.78 93.39 91.86 92.32 92.99 91.61 92.25 93.63 90.06 89.85 92.65 92.72 94.25 92.69 93.09 93.04 92.47 91.78 92.50
10 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.84 93.27 91.31 92.18 91.09 91.23 91.54 93.13 92.43 89.34 92.73 92.20 92.61 92.40 91.07 92.42 93.51 92.34 93.39 93.96 93.28 93.45 93.81 93.57 93.46
7 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.68 92.84 92.00 90.43 93.62 91.29 92.32 90.19 92.15 91.44 93.51 91.64 90.88 91.77 90.99 92.38 92.08 92.70 91.83 94.03 92.50 94.17 92.96 93.48 91.64 
Size of the test data:  (19, 33)

Difference

Code 
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):   
   diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)

diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)


html_table = diff_mw.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 negative_count
372 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.86 0.19 2.00 1.32 1.38 -0.65 0.08 -0.13 1.53 2.23 -0.89 -0.84 0.40 1.94 0.73 0.88 2.77 1.85 0.53 3.19 -0.44 0.29 3.62 1.96 2.33 5
374 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.31 0.39 2.77 0.31 3.10 -0.04 0.26 0.95 0.21 1.59 2.65 1.10 -1.27 3.33 -0.54 0.25 0.49 3.41 1.51 2.70 3.51 4.28 1.85 0.24 2.10 3
552 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.04 0.40 2.30 2.21 3.70 1.61 2.14 -0.24 0.26 1.67 2.21 1.55 3.47 0.59 1.45 3.39 3.67 2.07 1.28 2.74 0.44 4.38 1.53 2.17 4.48 2
494 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.52 0.49 3.35 0.53 0.86 -0.08 1.14 2.21 1.73 2.97 1.49 -0.70 4.40 1.31 0.26 1.96 1.46 0.77 0.67 3.44 4.24 3.67 1.00 2.36 2.80 2
573 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.81 4.36 3.86 2.27 2.55 -0.13 3.08 3.04 1.76 4.77 2.59 -1.35 2.71 0.95 1.00 0.78 3.90 2.67 2.95 3.45 1.60 2.29 3.30 1.84 1.46 2
575 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.00 1.82 -0.29 0.59 3.01 2.40 2.84 2.31 2.71 1.96 1.57 -0.15 2.77 3.54 3.09 0.20 2.97 3.17 1.54 1.84 3.78 4.69 1.65 1.02 1.60 2
675 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.06 1.91 3.90 2.77 4.51 -1.44 1.46 1.09 3.05 1.64 2.47 0.20 4.60 3.50 1.72 2.91 1.92 2.42 1.45 2.10 2.18 1.14 2.96 3.54 -0.18 2
394 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.70 2.37 2.13 1.33 0.27 2.75 2.88 1.18 3.69 0.43 1.30 -0.68 1.50 4.90 2.43 2.63 5.13 0.91 4.35 3.40 1.97 4.09 1.21 3.53 2.11 1
594 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.77 2.23 3.95 0.76 2.40 1.12 2.71 -1.62 2.77 4.50 3.43 1.00 1.44 2.10 0.21 2.84 3.77 1.71 2.18 4.46 1.57 4.39 3.65 4.45 4.49 1
514 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.31 2.64 2.22 0.75 3.23 2.68 4.25 3.00 4.31 2.31 3.88 0.08 1.26 3.59 2.08 2.66 1.21 2.92 0.67 3.41 -1.80 4.57 4.19 5.21 3.14 1
692 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.58 1.75 2.98 2.42 2.67 0.62 2.34 2.92 1.22 3.25 1.69 1.54 1.32 3.31 2.52 1.50 -0.15 2.57 4.03 3.40 3.55 4.12 0.27 2.69 2.31 1
393 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.21 0.26 2.80 3.92 -0.17 1.33 2.70 1.58 2.37 2.92 0.64 0.23 2.96 2.36 1.54 1.54 3.91 2.08 3.29 1.49 3.18 2.25 2.73 1.05 1.39 1
572 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.01 0.90 1.58 3.03 3.79 0.95 3.44 1.93 1.51 1.14 2.44 0.81 0.40 2.69 0.80 4.42 2.83 2.51 -0.01 3.60 3.41 4.26 2.31 2.56 2.50 1
415 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.06 2.56 2.33 1.58 5.93 0.84 2.62 -0.91 3.51 1.53 2.93 1.10 2.04 2.93 2.45 2.45 2.56 0.81 1.60 3.76 0.88 4.54 3.59 3.55 2.22 1
574 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.62 2.04 2.83 3.07 2.78 0.29 3.21 0.07 3.28 2.76 0.90 0.41 1.40 3.52 1.58 2.65 4.07 1.75 0.51 1.80 2.21 4.87 2.84 2.56 3.54 0
592 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.88 3.17 1.60 2.38 2.81 1.12 0.61 2.78 3.23 3.43 1.80 1.28 2.32 2.82 2.39 2.18 1.40 1.58 3.26 5.40 0.59 4.39 3.69 0.89 2.39 0
595 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.26 2.22 5.22 1.75 1.53 0.36 1.44 2.18 2.55 2.34 2.46 1.08 3.43 1.58 3.01 3.34 0.73 1.72 2.01 3.90 1.72 4.01 3.52 4.11 2.00 0
715 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.22 1.44 2.29 2.16 2.83 1.77 4.86 2.30 2.23 2.99 2.92 1.99 1.15 5.72 1.34 0.53 2.09 2.15 3.70 2.18 3.33 2.30 4.89 1.45 2.90 0
414 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.37 2.75 2.72 2.17 0.67 2.32 2.43 3.71 3.81 0.11 2.16 2.19 2.48 1.85 1.60 2.63 3.44 3.37 2.95 3.95 3.61 4.86 2.82 3.68 3.51 0 
Are the keys of the valid and test dfs same?:  False

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_12 90.593158 0.672045
mAP_valid_abs_values_11 90.312632 0.728307
mAP_valid_abs_values_19 90.259474 0.655985
mAP_valid_abs_values_6 90.192632 0.777881
mAP_valid_abs_values_8 90.159474 0.823964
mAP_valid_abs_values_25 89.975789 0.910246
mAP_valid_abs_values_15 89.941579 0.775229
mAP_valid_abs_values_13 89.895789 1.085021
mAP_valid_abs_values_17 89.820526 0.758101
mAP_valid_abs_values_18 89.814737 0.792881
mAP_valid_abs_values_2 89.781053 0.776330
mAP_valid_abs_values_16 89.657895 0.926052
mAP_valid_abs_values_3 89.595263 0.814039
mAP_valid_abs_values_4 89.586316 0.762009
mAP_valid_abs_values_10 89.578947 0.730653
mAP_valid_abs_values_22 89.577895 2.867486
mAP_valid_abs_values_14 89.574211 0.905473
mAP_valid_abs_values_5 89.507368 1.029201
mAP_valid_abs_values_9 89.435789 0.659388
mAP_valid_abs_values_26 89.414737 1.019544
mAP_valid_abs_values_23 89.398421 0.851203
mAP_valid_abs_values_7 89.304737 1.068802
mAP_valid_abs_values 89.248421 0.862614
mAP_valid_abs_values_21 89.220000 1.109014
mAP_valid_abs_values_24 88.854211 3.139873


We then apply the hyperparameters to the test set and average the results.

Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 92.750395 2.089777
mAP_test_abs_values_21 92.472368 1.206031
mAP_test_abs_values_25 92.334474 1.001446
mAP_test_abs_values_17 92.256579 1.135457
mAP_test_abs_values_11 92.175921 1.277849
mAP_test_abs_values_19 92.103158 1.038272
mAP_test_abs_values_3 92.081579 1.153863
mAP_test_abs_values_5 92.076184 1.349807
mAP_test_abs_values_24 92.047895 2.042635
mAP_test_abs_values_14 92.037632 1.431603
mAP_test_abs_values_10 91.942237 2.339387
mAP_test_abs_values_18 91.880658 0.862952
average_map 91.817400 0.462187
mAP_test_abs_values_13 91.780789 1.178506
mAP_test_abs_values_22 91.734211 3.405994
mAP_test_abs_values_9 91.726447 1.104893
mAP_test_abs_values_2 91.688289 0.947677
mAP_test_abs_values_7 91.657368 1.203989
mAP_test_abs_values_16 91.649079 1.271854
mAP_test_abs_values_26 91.635395 1.174453
mAP_test_abs_values 91.516711 1.123472
mAP_test_abs_values_15 91.378947 1.250792
mAP_test_abs_values_4 91.285000 1.116600
mAP_test_abs_values_8 91.212237 2.560502
mAP_test_abs_values_6 91.057368 1.012114
mAP_test_abs_values_12 90.954079 1.057739


Summary using radar plot

Code 
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test1['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid1['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "T-Test",
        'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range1.min()), round(data_range1.max()) + 1]
    )),
  showlegend=True
)

fig.show()

##############


res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")

data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))

categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test2['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid2['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "",
         'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[88, 93]
    )),
  showlegend=True
)

fig.show()
fig.write_image("MU_Test.png")




The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
16 372 48 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 86.87 87.44 87.32 88.14 86.53 86.08 87.58 88.48 87.62 86.20 89.12 89.47 88.22 87.47 86.40 88.88 88.77 87.20 89.25 88.56 89.43 87.36 88.24 88.89 87.91
17 372 48 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 85.77 88.73 89.13 87.83 86.46 89.05 86.52 88.94 87.69 87.77 88.69 89.58 88.80 88.61 90.34 89.06 89.34 89.76 88.16 88.05 88.82 87.62 87.24 88.03 88.11
18 372 48 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 87.60 87.82 87.75 87.80 87.25 89.68 85.76 87.44 88.71 87.85 90.17 89.27 90.17 87.85 89.47 88.83 88.60 88.33 89.96 88.67 86.91 89.50 89.09 87.98 87.89
19 372 48 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 86.71 87.71 88.37 88.57 87.38 87.04 87.00 89.50 88.27 88.31 88.40 87.58 89.54 90.55 88.80 90.78 90.36 87.82 88.94 88.34 88.25 90.52 89.92 89.19 88.28
36 372 48 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 86.65 86.23 87.38 87.80 86.89 88.63 86.35 87.57 89.48 88.43 88.21 88.20 88.06 87.59 87.85 85.94 87.94 88.90 86.56 87.80 88.28 89.69 88.46 89.99 86.26
37 372 48 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 90.82 88.47 85.84 87.97 87.25 87.53 88.12 88.52 87.93 88.93 90.04 89.44 90.00 89.54 88.48 88.68 88.64 87.58 89.68 89.05 88.62 89.11 88.40 87.35 88.60
38 372 48 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 87.83 87.09 88.86 89.07 88.73 87.94 88.99 89.88 90.77 88.40 88.46 89.76 88.07 87.93 88.98 88.07 88.97 87.28 88.53 88.25 88.38 88.35 88.61 88.10 90.38
39 372 48 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 87.67 87.67 86.39 87.33 88.52 88.54 88.19 88.65 88.00 88.20 88.13 89.14 88.46 88.21 89.99 88.57 89.32 87.03 88.08 88.99 89.88 89.40 89.06 88.38 88.96
56 372 48 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 86.78 86.84 86.02 89.72 88.30 88.72 87.37 89.48 88.37 88.35 88.75 87.39 86.97 87.30 88.96 87.71 87.55 86.79 88.75 86.25 87.60 87.38 88.77 88.40 87.34
57 372 48 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 87.56 88.50 87.09 87.44 87.43 87.19 89.26 88.48 88.29 85.78 90.39 88.78 87.96 90.04 87.88 87.07 88.72 88.82 88.50 88.97 89.28 88.88 88.40 89.14 89.09
58 372 48 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 86.93 88.83 88.36 87.94 88.05 88.15 87.28 89.17 88.00 87.79 87.22 88.92 90.09 87.43 90.23 88.26 89.31 87.87 88.72 87.77 86.84 88.17 88.21 88.18 88.31
59 372 48 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 87.01 42.66 86.43 89.04 87.38 87.62 88.59 88.26 88.97 88.70 90.33 88.57 88.71 90.03 87.63 88.39 88.90 90.28 88.10 88.29 89.83 87.44 88.56 89.09 88.66
76 372 48 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 85.75 88.49 86.94 88.23 87.85 87.40 86.66 89.07 88.11 88.73 87.26 89.10 87.78 89.30 89.49 88.00 87.77 88.00 89.33 87.88 88.26 87.78 90.38 88.92 86.70
77 372 48 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 88.41 88.94 89.02 88.86 42.66 88.81 87.78 88.83 87.40 88.60 88.44 89.97 88.56 87.65 88.40 88.45 88.77 90.33 90.49 89.20 88.53 87.99 88.06 90.16 88.46
78 372 48 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 88.14 87.79 87.34 89.70 88.37 89.08 88.59 88.53 88.30 89.01 88.34 89.84 89.98 88.91 87.08 90.65 88.73 88.89 87.93 89.17 88.30 88.21 89.30 90.37 87.11
79 372 48 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 87.34 88.78 87.95 88.08 88.29 86.64 89.75 90.67 88.46 89.57 88.20 87.58 88.70 89.08 89.32 87.65 89.36 88.97 87.83 88.95 88.77 88.96 87.84 87.19 85.65
96 372 48 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 87.18 87.69 86.27 88.71 88.76 87.94 88.89 87.68 88.44 87.70 89.26 88.31 88.48 87.69 88.49 87.61 88.87 89.82 89.57 89.34 88.94 88.60 87.45 87.34 87.48
97 372 48 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 86.24 89.20 86.48 87.68 87.37 89.07 87.98 87.56 86.65 88.23 89.11 88.02 88.82 88.14 87.95 88.69 88.93 88.87 89.10 89.38 90.11 88.81 89.56 87.94 88.63
98 372 48 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 86.92 87.92 88.51 88.04 87.35 88.31 89.10 89.04 87.95 88.54 88.68 88.93 87.87 89.59 90.37 89.29 88.42 89.66 87.91 89.94 88.09 89.62 88.79 87.77 88.75
99 372 48 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 86.75 87.99 88.47 87.69 88.24 89.44 88.20 89.04 89.04 88.01 88.91 89.07 89.28 88.86 88.41 88.47 89.16 90.27 88.24 87.94 89.47 88.36 87.03 87.87 88.11
116 372 48 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 85.96 88.46 85.71 89.99 87.19 87.94 87.95 87.83 89.58 88.52 88.43 88.51 89.07 88.74 88.15 88.99 87.96 87.92 88.14 88.90 87.49 87.02 89.36 88.19 87.91
117 372 48 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 86.10 88.92 88.32 88.16 88.68 89.69 86.56 89.36 87.18 88.61 87.23 90.21 88.93 87.45 89.67 88.96 88.23 88.72 88.50 87.56 88.37 90.43 88.59 89.44 89.66
118 372 48 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 87.72 88.01 87.98 88.63 89.62 86.89 89.50 88.38 87.44 88.23 87.92 88.07 87.72 88.24 89.29 87.12 87.51 88.38 88.65 88.42 89.63 88.31 87.95 88.68 88.11
119 372 48 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 88.36 87.46 87.51 88.85 88.34 88.34 89.03 89.05 88.62 88.08 90.63 88.46 88.95 88.26 89.22 89.12 89.13 88.73 88.13 87.46 90.06 88.08 88.02 89.53 87.72
136 372 48 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 88.00 88.18 86.17 87.50 89.25 87.10 88.58 87.41 88.17 86.86 88.70 87.36 87.67 86.55 87.79 87.39 87.38 88.62 88.72 87.31 89.64 87.54 88.63 87.90 87.43
137 372 48 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 86.49 87.67 87.81 89.33 88.97 87.26 88.36 89.05 89.01 89.05 88.50 88.29 87.80 90.38 87.72 89.35 87.02 88.85 87.93 89.15 89.79 89.77 88.72 88.39 87.32
138 372 48 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 86.72 87.52 88.43 87.66 87.26 89.66 87.00 88.38 88.30 87.69 89.71 89.66 87.67 90.30 87.41 89.39 88.65 89.29 89.42 88.44 89.34 87.88 87.90 86.44 89.78
139 372 48 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 87.08 87.59 87.61 88.81 88.15 87.49 90.09 88.10 87.15 88.01 89.21 89.28 87.99 88.50 89.38 89.84 88.85 89.21 90.98 88.19 90.02 87.44 88.47 88.37 88.24
156 372 48 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 85.42 87.66 87.60 87.65 87.03 87.37 87.04 89.08 87.55 88.56 90.46 87.81 89.05 87.39 87.05 89.75 88.89 88.74 88.23 88.36 90.04 88.28 87.45 88.42 87.33
157 372 48 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 87.31 88.96 88.90 88.86 87.11 88.44 87.26 87.98 89.29 89.34 87.35 88.79 87.11 88.37 88.24 89.22 88.94 86.99 89.10 90.13 89.95 87.74 87.92 88.42 89.63
158 372 48 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 87.69 89.39 87.69 87.62 86.57 87.50 89.21 87.54 89.08 88.91 89.30 89.90 87.56 88.81 88.83 87.50 87.13 89.50 89.48 89.37 89.74 87.81 87.70 88.93 88.14
159 372 48 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 87.08 87.18 88.20 88.67 87.15 88.09 86.87 89.25 88.51 87.49 87.92 89.13 89.39 89.43 88.07 88.91 88.29 86.84 88.57 88.99 88.38 89.49 88.15 88.79 87.65
176 372 48 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 88.76 86.41 88.66 86.73 85.58 87.04 87.79 89.77 88.48 87.64 87.78 88.83 86.94 88.22 87.32 88.91 89.20 89.13 89.18 87.34 89.60 87.58 88.65 88.22 88.34
177 372 48 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 87.21 87.99 88.25 87.31 88.14 88.23 88.57 88.67 87.91 89.72 89.42 88.78 87.90 88.75 89.49 89.95 89.27 88.27 87.12 87.39 87.77 88.68 88.14 88.47 86.89
178 372 48 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 86.48 87.35 84.42 88.86 87.42 87.61 88.04 86.84 88.21 88.48 89.82 89.27 86.31 89.16 87.20 87.58 89.16 89.83 89.01 86.78 88.20 87.50 88.27 88.21 87.49
179 372 48 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 87.21 87.23 85.97 86.06 87.97 89.78 87.26 89.00 87.65 87.27 88.23 87.93 87.67 90.02 88.18 87.31 89.06 89.20 89.71 87.76 90.26 90.08 88.10 87.11 87.59
196 372 48 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 84.82 89.51 87.50 86.47 85.64 87.51 87.69 88.99 88.47 87.68 89.34 88.11 89.27 86.59 88.14 88.74 87.11 88.42 88.77 87.96 87.56 88.97 88.48 88.59 88.32
197 372 48 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 88.67 88.02 87.55 87.66 88.55 88.75 88.03 89.41 89.13 88.17 88.85 89.11 89.98 89.01 87.90 90.65 88.41 88.77 89.57 88.94 89.31 89.41 88.74 87.33 87.05
198 372 48 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 87.89 88.16 87.83 89.06 86.41 87.72 89.13 89.64 87.59 86.58 89.24 89.79 90.87 88.83 89.26 88.17 89.05 88.87 88.37 88.89 89.36 89.38 88.20 87.99 88.45
199 372 48 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 87.03 87.92 87.45 87.76 87.37 89.94 88.01 88.72 88.03 88.80 86.93 89.41 88.81 89.09 88.63 90.31 88.70 89.05 87.97 87.74 87.96 88.12 88.84 88.48 90.22
216 372 48 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 87.08 86.94 86.53 87.72 87.43 87.44 87.00 88.24 87.97 87.57 88.60 89.09 42.66 88.23 88.07 86.31 85.01 87.57 86.94 87.14 88.03 87.35 87.86 88.84 86.82
217 372 48 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 86.29 88.66 87.88 88.71 90.08 87.23 89.79 89.21 90.62 88.67 90.04 87.62 89.28 87.34 89.12 88.19 88.26 89.18 88.79 87.91 89.60 89.78 89.03 89.48 87.76
218 372 48 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 87.36 87.97 87.11 87.37 89.39 88.62 89.06 88.78 89.87 88.89 88.72 89.91 88.27 90.66 88.92 89.36 88.30 90.29 88.49 89.04 89.78 89.52 88.69 87.15 87.60
219 372 48 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 86.73 89.10 88.08 87.92 87.84 89.11 85.90 89.75 86.75 90.38 88.79 89.20 89.55 89.35 89.56 89.95 89.27 88.10 88.59 88.16 88.94 87.89 89.52 91.15 89.81
236 372 48 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 88.95 87.28 86.01 87.97 88.58 88.06 88.57 88.40 88.00 89.65 88.27 89.23 87.59 89.07 90.58 86.64 87.29 88.29 88.24 88.55 88.67 90.49 88.84 87.84 87.46
237 372 48 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 87.28 87.87 87.84 86.88 88.05 88.59 88.98 88.28 87.35 88.73 89.49 89.47 86.76 89.71 87.73 89.54 88.45 88.40 89.13 89.50 89.01 88.16 87.88 88.53 88.88
238 372 48 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 85.57 87.75 87.05 88.13 87.56 86.60 86.10 87.81 88.31 88.06 89.01 89.49 86.49 90.00 88.06 87.58 89.82 89.46 88.59 86.60 89.02 88.63 88.29 88.69 87.83
239 372 48 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 87.21 88.07 87.36 87.53 88.80 89.93 87.24 88.59 87.87 88.74 88.45 89.95 89.04 88.98 90.24 87.82 89.02 89.37 89.00 87.24 87.78 86.61 88.21 89.51 89.26
256 372 48 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 85.47 87.90 87.49 86.68 88.82 88.90 86.72 89.09 88.10 89.52 89.66 87.89 87.54 88.32 88.67 89.23 88.59 88.79 87.90 89.40 88.50 87.47 87.11 88.24 88.41
257 372 48 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 89.55 90.15 89.00 88.67 89.56 87.74 86.86 89.49 89.40 88.64 89.23 86.87 88.90 87.80 89.18 89.01 89.42 89.77 89.25 87.73 88.70 88.12 89.46 88.51 87.69
258 372 48 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 88.19 87.27 88.71 87.93 89.20 88.59 89.13 88.12 88.43 88.60 88.46 88.48 88.41 88.68 88.85 90.31 89.86 89.32 89.42 87.39 88.40 87.78 88.41 89.00 89.09
259 372 48 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 85.78 89.60 88.68 87.78 87.03 88.88 89.46 87.43 88.78 88.04 87.93 89.14 88.54 88.32 88.97 88.97 87.65 88.10 88.62 87.81 89.28 87.68 90.00 88.01 88.67
276 372 48 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 87.73 87.24 87.13 88.01 85.88 88.77 88.66 89.55 89.87 87.51 88.42 88.86 87.52 89.11 89.80 88.12 89.60 85.51 88.40 87.91 88.47 88.33 88.00 88.76 88.20
277 372 48 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 88.91 88.58 88.21 88.77 87.90 88.35 89.66 88.81 87.02 87.24 88.97 89.74 88.99 89.74 90.59 88.16 90.18 88.38 88.10 88.46 88.42 88.79 88.66 88.80 87.54
278 372 48 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 88.46 88.04 88.47 87.65 90.12 89.76 88.72 88.68 88.41 88.01 89.43 87.76 87.92 88.71 89.64 89.25 90.27 89.42 89.97 88.80 88.90 88.46 87.67 88.11 87.89
279 372 48 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 85.96 89.45 88.39 88.59 88.96 87.85 89.06 87.04 88.51 88.28 88.66 88.91 88.79 89.12 88.84 89.17 88.99 88.83 88.05 89.90 88.84 87.49 87.91 89.65 89.25
296 372 48 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 86.81 87.18 88.48 89.29 87.97 88.36 86.60 89.22 89.29 87.09 88.79 87.51 87.11 89.09 88.48 87.82 89.12 88.17 88.62 88.17 88.32 87.59 87.70 88.74 88.76
297 372 48 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 87.33 88.72 87.66 88.06 88.55 88.44 90.21 89.02 88.50 87.26 90.06 89.20 89.43 89.16 87.21 88.83 88.96 88.89 87.92 88.93 89.48 88.08 90.11 89.34 88.81
298 372 48 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 88.04 88.55 88.91 90.32 88.17 88.73 88.10 88.44 88.09 89.97 90.22 90.04 90.47 89.25 89.33 89.74 90.48 89.13 89.50 88.99 88.21 88.12 88.48 87.54 88.91
299 372 48 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 88.21 88.76 88.16 88.94 87.92 88.17 87.11 89.67 90.25 87.99 89.57 88.76 90.35 88.02 88.14 87.89 90.17 87.49 87.07 86.91 88.35 89.74 89.03 89.11 88.54
316 372 48 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 87.09 89.53 86.94 89.21 86.68 88.55 87.03 87.40 87.45 89.30 88.49 88.57 89.64 86.85 88.69 89.16 88.64 89.25 88.20 87.20 88.03 87.60 89.13 89.40 88.26
317 372 48 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 88.00 88.30 88.15 90.39 88.31 88.51 87.93 87.91 88.32 89.22 90.69 89.73 87.52 87.79 88.97 88.01 90.01 89.94 88.52 87.08 88.57 88.93 86.93 89.70 87.78
318 372 48 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 87.83 87.69 88.25 88.02 88.97 88.98 89.89 89.88 87.82 89.35 87.49 89.96 89.57 87.28 88.00 89.78 87.41 87.59 88.96 86.94 89.08 89.93 86.13 89.46 89.37
319 372 48 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 87.96 89.56 88.33 86.70 89.29 89.48 89.58 88.71 88.09 88.83 88.44 90.28 89.17 88.07 87.04 87.93 88.86 88.80 88.70 88.69 88.34 87.91 88.84 89.48 88.27
336 372 48 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 86.84 89.13 88.95 88.43 87.53 86.89 88.64 88.69 87.96 88.80 88.72 89.10 88.97 90.23 88.76 88.41 88.97 90.89 88.95 89.48 89.19 89.19 89.26 88.97 87.65
337 372 48 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 87.51 89.76 87.68 88.65 88.72 88.82 87.51 89.03 88.12 88.59 87.93 89.12 89.74 89.37 89.17 87.51 88.41 88.17 88.13 88.86 90.34 88.08 86.93 88.93 87.97
338 372 48 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 86.56 89.43 87.25 88.30 86.64 87.96 87.28 87.77 87.47 88.34 87.57 90.32 87.22 87.94 88.57 88.28 88.62 88.42 89.13 87.85 89.30 89.25 87.94 87.80 89.31
339 372 48 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 88.31 89.30 87.80 88.28 87.11 88.65 87.26 89.67 88.34 88.39 89.90 87.50 90.30 87.39 89.18 88.36 88.01 87.51 88.78 88.05 88.94 89.62 88.69 87.87 89.70
356 372 48 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 86.35 86.51 88.20 87.35 88.55 88.28 87.52 88.42 87.28 89.76 88.70 88.80 87.64 88.78 81.44 86.01 87.43 89.12 87.34 87.29 88.26 86.52 87.71 78.84 88.50
357 372 48 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 86.02 88.43 86.81 89.14 86.44 88.62 88.02 88.05 89.53 87.71 88.79 89.12 90.13 87.78 88.51 88.64 87.79 87.66 89.04 86.35 88.10 87.50 88.93 89.06 90.10
358 372 48 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 88.44 87.43 88.87 87.86 87.75 87.81 88.25 87.54 87.90 87.48 88.67 89.63 87.36 89.57 89.20 88.61 89.51 88.21 89.81 88.50 89.38 88.26 88.35 88.01 89.16
359 372 48 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 86.42 87.59 88.77 88.36 87.12 86.89 88.20 87.40 88.82 88.10 89.89 86.97 89.65 89.05 87.84 88.31 88.54 87.26 90.03 88.38 87.35 87.30 88.71 88.20 88.41
376 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.15 88.23 89.60 89.33 89.69 89.46 90.04 91.18 90.27 89.22 90.70 89.95 90.40 89.82 89.79 90.08 89.26 89.35 90.14 90.13 89.71 90.46 90.87 89.83 88.23
377 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.93 91.14 88.00 89.37 90.55 89.44 88.91 90.43 89.62 89.93 90.88 90.65 88.63 88.78 89.22 89.44 90.59 90.30 90.41 90.81 90.49 90.22 88.95 89.04 88.29
378 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.12 90.51 88.91 90.08 92.07 89.56 90.24 89.93 87.78 89.51 91.31 89.32 90.81 89.52 88.42 90.10 89.93 90.47 89.79 89.37 89.89 88.36 90.87 88.51 89.61
379 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.22 89.84 90.69 90.72 90.47 91.43 90.88 88.90 88.78 88.50 90.81 89.96 90.70 88.83 89.35 90.18 89.90 89.84 90.29 89.83 90.62 89.59 89.34 87.91 89.09
396 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.43 89.34 89.68 90.42 89.78 90.09 90.90 88.91 90.15 89.62 89.42 90.23 90.72 89.55 87.75 90.16 90.01 90.29 90.29 90.20 91.42 87.84 89.32 90.33 91.35
397 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.45 90.64 89.70 88.97 88.97 90.27 90.18 89.40 89.39 89.82 91.06 89.60 89.75 90.25 89.99 91.17 90.14 88.78 90.87 90.15 89.02 88.91 90.46 89.42 89.76
398 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 90.18 90.68 87.89 90.38 89.97 91.06 90.52 89.50 89.26 88.57 90.14 90.67 90.71 90.26 90.09 90.17 88.85 90.46 90.94 90.34 90.69 90.24 89.18 90.58 90.35
399 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.63 90.50 88.56 89.15 89.20 89.93 90.25 89.72 89.61 90.20 89.85 89.94 91.05 90.04 89.22 89.96 89.87 90.49 90.20 89.46 90.44 88.85 91.18 89.02 89.05
416 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.73 89.82 90.14 90.06 88.85 89.69 89.63 89.44 90.58 88.36 90.59 90.62 90.51 90.88 88.66 89.29 90.05 89.62 90.63 89.42 90.80 89.85 87.79 89.77 89.83
417 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.18 88.97 88.31 90.44 89.06 90.64 90.20 88.57 89.14 89.17 90.80 89.14 91.84 88.27 89.65 90.20 89.46 89.27 89.94 89.20 89.71 89.43 90.10 89.87 89.87
418 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.61 89.61 89.20 91.19 89.71 88.74 89.15 89.06 89.93 88.93 90.55 89.71 89.17 90.62 90.27 90.41 89.36 89.96 89.82 89.36 90.94 90.40 91.14 90.47 89.60
419 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.89 89.40 90.30 89.39 88.84 91.49 90.32 89.66 89.19 89.01 89.80 91.29 89.85 89.55 88.33 89.53 90.20 90.32 91.34 90.91 91.17 90.57 88.89 89.68 89.65
436 372 48 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.10 90.71 89.70 87.39 88.32 89.95 88.93 89.20 89.17 88.35 91.36 91.29 90.11 89.20 89.18 90.12 89.15 90.38 90.81 91.09 88.58 89.77 88.95 89.98 88.69
437 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.16 89.35 88.39 88.42 88.90 90.35 89.95 90.37 88.97 88.43 90.28 90.32 90.58 88.92 91.00 88.73 90.24 89.32 90.34 89.88 89.99 89.97 90.19 89.31 87.74
438 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.96 90.54 88.74 90.12 90.76 90.14 90.29 89.78 89.01 90.34 90.91 91.52 89.40 91.16 89.55 90.18 89.40 90.51 89.20 87.77 90.47 90.16 89.87 90.87 88.27
439 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 87.90 89.90 89.59 90.18 89.16 90.18 89.05 89.77 89.62 89.80 90.43 90.53 89.23 90.00 90.26 90.47 90.66 89.28 90.08 89.56 89.99 89.09 88.71 89.43 89.51
456 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.43 90.18 89.24 90.74 90.26 90.22 89.82 88.95 89.25 89.26 91.40 90.56 90.71 89.64 89.11 90.27 88.03 89.54 91.02 89.73 90.13 88.96 88.49 89.31 89.42
457 372 48 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 89.22 88.52 88.58 89.07 90.29 89.83 90.93 89.59 90.00 88.22 89.20 91.08 89.95 89.16 88.72 89.02 88.91 90.28 89.55 89.97 89.62 89.07 91.05 88.07 88.27
458 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.20 89.70 89.29 90.28 88.72 89.46 89.56 90.36 90.06 89.57 90.22 90.30 90.40 89.00 89.36 90.71 90.76 89.33 90.63 89.78 89.92 89.16 89.31 89.37 90.13
459 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.16 89.72 90.98 90.71 88.80 90.41 90.62 90.11 88.38 88.94 91.38 89.66 91.62 88.88 90.69 90.29 89.30 89.23 90.33 89.00 90.86 89.51 90.25 90.68 90.75
476 372 48 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 90.00 89.30 90.67 89.35 90.27 90.25 88.38 90.67 89.38 89.20 88.93 90.46 90.14 89.22 89.31 89.36 89.73 89.43 89.55 90.01 90.14 89.27 89.80 90.52 89.98
477 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 89.37 90.85 89.03 90.84 88.91 90.67 89.93 90.09 90.22 89.63 90.28 90.29 88.73 90.11 89.33 89.35 88.74 89.82 89.95 89.57 89.26 90.29 89.55 89.46 89.65
478 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.68 89.14 89.95 88.47 89.32 89.82 89.91 90.21 90.60 89.53 90.73 90.14 89.19 87.54 91.81 90.65 88.32 89.74 89.50 90.47 89.46 90.86 90.51 90.30 89.06
479 372 48 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 90.34 88.82 89.10 89.99 89.38 90.15 89.63 89.61 89.73 90.33 89.42 90.45 89.32 89.79 89.48 89.32 89.99 89.14 89.90 89.23 90.64 87.94 88.60 89.89 89.26
496 372 48 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 89.10 90.25 89.69 90.36 88.69 89.28 88.04 90.39 89.04 89.05 89.22 89.83 90.41 88.51 89.03 89.52 90.04 89.61 89.96 89.49 90.78 89.74 88.77 88.06 88.04
497 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.08 90.19 88.74 90.39 89.42 88.87 88.31 91.22 89.80 90.37 90.20 90.89 89.31 90.35 89.76 90.72 89.25 89.44 89.46 89.71 90.25 90.05 88.41 89.34 89.25
498 372 48 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 89.89 88.76 87.76 90.37 89.53 88.83 89.07 88.54 89.43 88.93 90.34 90.07 89.76 89.54 89.87 88.72 89.27 89.37 89.90 89.53 88.19 90.32 88.24 90.53 89.56
499 372 48 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 88.54 90.21 88.68 89.93 90.38 89.83 87.86 89.71 88.07 88.50 90.56 88.66 90.07 90.38 91.32 88.82 88.79 89.03 88.43 87.95 88.87 89.28 89.79 90.26 88.80
516 372 48 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 87.65 90.40 89.71 86.83 89.36 90.97 88.05 88.68 89.72 88.67 90.41 89.24 90.34 89.56 90.95 90.75 87.18 90.06 90.56 88.44 89.88 88.70 89.98 89.53 87.61
517 372 48 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 89.55 89.37 89.28 89.52 88.73 89.52 89.42 90.20 89.87 88.43 89.55 90.48 89.42 89.03 89.74 89.37 88.51 88.74 90.66 89.93 89.39 89.76 87.92 89.77 88.01
518 372 48 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 88.53 90.25 86.72 88.49 89.67 90.31 87.40 88.96 87.80 88.71 88.84 90.59 88.49 90.05 90.56 91.33 89.36 89.11 89.81 88.81 90.86 89.23 89.77 88.98 89.64
519 372 48 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 88.30 89.62 90.56 89.45 88.74 90.11 89.55 90.03 89.00 89.13 90.20 91.51 90.76 89.96 87.60 89.76 88.12 87.82 90.21 90.01 89.38 88.50 88.04 90.55 88.97
536 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 88.15 90.01 88.22 91.05 89.93 89.86 89.12 88.97 89.93 89.81 91.29 89.69 90.03 90.78 89.85 90.51 89.26 89.36 90.32 88.79 88.84 88.31 88.59 89.29 88.96
537 372 48 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 90.04 89.61 89.72 90.05 89.41 90.88 90.18 89.86 89.93 89.45 91.01 89.66 89.29 89.47 89.88 89.79 90.08 89.04 89.23 90.09 87.85 89.32 88.79 90.29 89.35
538 372 48 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 89.23 90.18 88.56 88.56 88.66 90.11 88.44 90.67 89.87 89.83 88.59 88.18 88.87 88.90 89.79 89.98 89.94 89.71 89.73 89.28 88.86 90.99 88.69 90.71 89.23
539 372 48 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 84.95 89.77 89.12 87.45 89.33 89.66 87.80 91.21 89.74 89.39 90.65 89.88 91.14 89.27 87.78 90.01 89.12 88.73 88.60 89.07 91.72 87.92 89.52 89.32 89.70
556 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.01 90.31 88.43 89.38 89.31 91.60 90.89 89.11 88.88 91.04 89.69 89.04 90.70 88.71 89.27 90.42 89.88 90.28 89.14 89.55 90.64 90.16 89.29 90.50 90.07
557 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.41 89.28 89.66 89.80 89.73 90.01 88.53 89.54 89.99 89.56 90.96 90.51 90.28 89.91 89.57 89.14 88.90 90.28 91.32 89.77 90.72 90.41 89.24 89.94 90.39
558 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.31 89.54 89.46 90.68 90.59 90.75 90.12 89.24 90.65 88.14 90.60 90.92 89.95 89.72 90.99 90.18 89.91 89.39 90.97 90.53 90.60 88.26 89.90 88.99 88.30
559 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.96 90.77 90.23 90.32 88.92 90.59 89.82 88.99 91.56 89.13 90.11 90.81 90.73 90.14 88.58 90.18 89.11 90.35 90.57 89.58 89.90 88.90 89.52 89.22 89.59
576 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.87 91.21 88.90 89.58 90.71 90.18 91.33 89.68 89.20 90.33 89.41 89.56 89.38 90.05 89.20 89.34 91.42 90.64 89.74 89.10 88.96 87.81 89.14 89.69 89.03
577 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.60 89.12 89.45 88.94 90.84 89.84 90.08 90.43 89.00 89.87 90.20 90.35 90.58 91.36 89.10 91.00 89.69 89.84 90.72 89.34 89.38 89.63 90.61 88.41 90.34
578 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.95 88.88 89.88 89.84 89.99 90.59 89.33 90.72 90.40 88.36 90.80 90.52 89.79 90.81 89.11 91.56 88.86 90.57 90.98 89.07 91.09 88.54 89.76 89.10 91.35
579 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.41 90.13 91.36 89.03 89.38 90.20 90.01 89.66 90.17 90.16 90.08 89.17 89.84 87.51 88.29 89.91 90.95 91.34 89.37 91.52 89.53 89.89 89.99 91.35 90.29
596 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.54 88.49 89.64 90.05 88.34 89.85 89.72 89.79 90.22 88.90 89.88 90.42 89.29 88.88 90.43 89.18 90.13 91.03 90.48 90.16 91.78 89.59 89.77 89.83 89.47
597 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.74 89.89 89.45 88.49 88.64 89.63 89.97 90.03 89.51 89.14 89.33 89.24 89.06 90.23 89.61 91.49 89.62 89.52 89.33 90.28 92.08 89.04 90.18 90.05 89.90
598 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.84 89.20 89.34 89.35 89.53 90.49 89.74 89.93 90.60 90.29 90.92 91.60 89.43 89.63 89.80 89.58 88.64 90.42 90.80 90.53 89.99 88.70 89.33 89.87 88.75
599 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.30 90.56 89.13 89.71 90.15 90.53 89.77 90.03 89.53 89.12 91.33 90.99 90.15 90.22 89.40 89.60 89.76 90.61 90.34 90.72 90.13 89.33 90.30 90.25 90.32
616 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 88.50 90.28 88.06 89.18 90.70 90.30 89.51 89.87 89.09 89.29 90.43 89.90 91.32 89.13 88.80 89.95 90.00 89.94 89.85 88.86 90.14 89.61 88.83 89.00 89.86
617 372 48 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.60 89.80 87.54 89.61 88.93 90.10 90.01 89.71 88.06 89.84 90.38 91.17 90.11 91.21 90.04 89.05 87.90 90.32 89.18 88.62 89.54 89.71 88.36 87.95 88.55
618 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 89.17 91.00 90.45 89.74 88.22 89.91 90.09 89.92 90.16 89.67 90.82 91.91 90.22 89.36 89.97 90.64 89.36 89.47 90.72 89.24 88.77 89.66 89.04 89.04 88.02
619 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.58 89.75 89.99 89.98 89.69 90.35 88.07 90.53 90.16 91.20 90.63 90.52 91.14 89.26 89.53 89.76 89.48 90.73 90.47 89.61 89.23 90.65 88.32 87.96 88.31
636 372 48 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 89.36 90.32 88.73 90.15 89.90 90.16 89.86 89.17 90.80 89.22 90.89 89.75 90.11 89.85 89.24 89.72 88.79 89.52 89.37 89.19 89.80 89.50 90.51 90.26 87.85
637 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 89.10 88.98 89.03 89.16 89.56 90.16 89.25 90.38 89.07 90.29 89.53 90.62 89.35 88.83 89.51 90.61 88.68 90.27 89.03 90.54 90.43 90.97 89.86 90.82 90.29
638 372 48 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 88.65 89.59 89.10 90.39 89.68 90.25 89.50 90.12 89.90 88.81 90.24 90.01 90.63 90.14 89.53 90.07 89.51 89.98 89.55 89.64 88.37 89.91 89.61 88.10 89.93
639 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.83 90.92 88.90 89.49 88.13 90.63 90.29 89.81 89.44 89.81 90.26 90.61 90.25 88.01 88.49 90.20 89.79 90.71 89.58 90.46 89.60 89.53 90.58 89.20 88.32
656 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 90.42 90.95 88.83 89.92 89.15 90.28 89.90 90.47 90.11 90.03 91.03 89.58 89.93 89.09 88.03 88.43 89.65 89.74 88.82 90.64 90.80 87.58 89.56 90.03 90.06
657 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 89.48 90.50 90.28 90.36 88.41 89.02 88.69 90.26 88.78 89.16 90.11 89.28 89.55 87.80 89.80 90.18 90.42 89.22 89.93 90.33 91.25 88.72 88.95 90.16 89.86
658 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.81 91.44 89.74 89.21 89.00 89.06 89.64 90.57 89.43 89.14 90.94 89.70 90.38 90.08 90.46 90.59 90.21 90.90 89.45 91.84 88.40 90.30 90.35 87.74 91.18
659 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 88.70 90.25 88.90 89.63 88.98 91.45 87.97 87.92 88.93 89.38 91.98 89.60 90.41 89.25 90.62 90.14 88.71 89.88 90.45 90.98 91.52 89.60 89.93 91.65 88.80
676 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 90.06 89.91 90.02 89.52 88.55 90.29 90.66 89.86 90.44 89.12 90.14 89.67 89.57 89.84 88.56 90.07 89.61 89.41 90.59 90.42 91.38 89.39 88.61 90.48 90.02
677 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.22 89.48 89.28 91.14 90.42 91.70 89.60 90.16 89.98 89.79 89.54 90.81 91.27 90.45 88.31 90.37 90.82 89.05 89.76 91.04 88.56 88.38 87.39 87.98 88.47
678 372 48 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 88.52 89.13 87.04 89.41 90.15 89.61 90.00 88.25 90.56 89.77 89.37 89.27 88.88 90.07 89.05 90.87 89.94 90.31 90.20 89.39 91.06 88.60 87.94 88.93 90.45
679 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 88.30 89.80 88.60 90.59 90.88 91.12 89.73 89.47 89.30 89.14 89.23 90.66 89.34 88.72 89.66 90.10 89.02 88.92 90.82 89.56 90.19 90.60 88.46 90.47 89.66
696 372 48 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 89.72 90.46 89.49 89.08 89.49 89.86 88.45 90.47 89.19 89.23 89.57 88.29 91.32 89.82 89.94 89.59 89.03 90.22 89.59 88.02 90.22 89.07 88.68 89.52 89.16
697 372 48 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 89.47 89.73 91.19 90.29 90.42 90.45 88.69 89.93 90.16 89.79 89.83 89.59 89.32 89.12 88.76 89.08 89.06 88.93 89.83 89.47 91.23 89.57 90.21 88.82 89.28
698 372 48 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 89.40 90.62 88.56 90.51 88.91 89.81 87.91 89.08 89.28 90.20 89.69 90.04 89.90 90.49 90.42 89.72 89.62 88.88 90.05 89.05 88.13 89.79 89.56 87.40 89.55
699 372 48 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 90.14 89.92 88.63 88.89 89.78 90.41 89.58 89.66 89.98 90.18 90.06 89.99 88.22 89.21 89.91 88.91 89.09 89.34 88.91 88.50 90.40 87.00 90.81 87.96 89.18
716 372 48 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 88.49 89.67 88.08 89.06 88.45 87.62 89.30 88.49 90.01 88.53 90.05 89.71 89.25 89.74 89.20 89.18 89.19 88.40 88.76 88.80 89.32 88.75 88.30 89.69 88.65
717 372 48 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 89.63 89.56 89.93 88.85 88.97 90.58 86.44 89.36 90.04 90.79 90.95 89.88 87.81 87.80 90.14 90.74 88.92 89.06 89.36 87.76 87.37 89.09 89.27 89.72 88.38
718 372 48 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 89.99 90.20 89.54 89.57 91.32 89.77 88.13 89.88 89.64 88.75 89.45 89.22 89.68 88.08 88.94 89.02 89.98 89.36 89.12 88.80 91.35 88.83 89.47 89.72 89.07
719 372 48 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 89.74 89.64 89.76 88.44 88.99 89.96 90.46 88.92 90.05 90.37 88.45 91.12 89.17 89.85 90.43 89.42 89.82 90.17 89.55 88.69 89.58 90.26 90.59 90.05 89.08


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
16 372 48 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 92.41 94.32 92.33 93.05 90.19 89.80 92.57 92.60 91.91 91.75 93.12 91.89 92.24 93.78 90.05 93.98 93.74 93.20 92.06 93.48 93.42 93.87 92.49 93.79 91.46
17 372 48 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 89.86 91.73 93.26 88.67 91.56 92.43 89.10 91.34 92.26 91.61 92.06 92.44 92.29 92.25 91.33 92.77 91.41 91.52 90.17 94.10 92.34 91.74 91.38 91.90 92.07
18 372 48 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 94.34 94.21 92.59 92.37 93.93 90.88 91.21 92.05 91.28 92.81 93.07 92.56 93.44 92.63 92.98 93.96 93.85 93.24 94.20 94.61 92.00 94.09 92.85 93.29 91.93
19 372 48 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 93.16 92.21 93.41 93.07 92.58 90.41 91.69 93.23 92.09 94.21 92.39 91.62 91.76 93.59 91.64 94.48 94.74 93.59 94.48 91.72 93.63 94.86 93.04 92.85 93.00
36 372 48 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 91.78 91.74 93.43 92.30 91.28 91.51 91.36 93.28 92.62 89.83 93.30 91.03 90.74 94.25 90.89 91.43 95.15 93.56 91.59 92.27 92.46 94.17 92.83 92.42 91.71
37 372 48 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 93.27 91.47 93.42 92.70 93.68 90.51 93.07 93.20 91.40 92.32 93.77 92.97 92.03 92.35 92.47 91.33 92.62 92.22 93.45 94.12 94.26 94.80 91.80 92.47 91.45
38 372 48 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 92.25 92.35 92.92 92.61 92.74 89.39 92.78 91.26 90.97 91.23 92.49 91.23 93.89 92.04 93.21 93.24 92.71 92.65 93.68 93.19 92.72 94.08 94.23 93.35 93.38
39 372 48 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 90.37 92.37 93.09 90.41 93.72 91.33 93.40 92.76 93.09 91.73 92.24 93.20 93.41 92.19 91.31 91.35 90.89 91.40 92.78 93.49 94.28 93.99 93.03 92.67 93.26
56 372 48 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 93.22 91.41 94.08 93.21 92.34 91.04 90.92 94.73 93.39 92.71 93.31 91.70 93.82 91.57 93.40 92.63 93.40 92.45 92.87 92.49 92.13 93.98 93.66 92.15 91.60
57 372 48 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 93.34 93.96 93.85 92.64 92.43 90.04 91.43 93.18 92.38 91.30 92.42 92.04 93.54 95.94 92.40 92.54 93.02 92.18 91.54 93.80 92.61 95.13 93.44 92.14 92.64
58 372 48 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 91.85 93.13 94.00 92.96 93.36 90.19 93.70 91.96 92.29 92.14 91.43 92.50 94.64 93.39 91.41 93.74 92.75 92.75 91.39 92.78 93.21 94.17 92.03 91.89 92.53
59 372 48 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 91.86 49.17 93.16 93.20 93.00 91.53 93.82 91.48 93.30 91.43 93.55 92.60 94.09 93.97 91.40 93.86 93.54 95.74 92.63 94.78 93.06 92.17 91.41 93.76 92.12
76 372 48 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 91.97 92.92 93.44 92.17 89.47 91.50 91.46 91.80 92.04 92.92 92.79 92.45 93.71 92.35 92.82 93.21 91.90 92.33 92.78 91.82 93.02 93.11 92.43 94.00 92.07
77 372 48 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 93.49 91.25 91.61 92.14 49.17 91.95 91.83 90.68 91.29 93.20 90.99 90.56 90.77 91.02 90.38 92.57 92.32 92.34 91.98 94.05 92.76 92.23 91.51 92.32 91.83
78 372 48 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 93.71 90.84 92.39 92.19 91.98 89.87 93.06 93.10 90.01 92.18 90.73 93.04 91.87 92.64 90.93 92.56 92.37 92.28 90.43 92.49 93.05 92.30 93.63 93.92 90.45
79 372 48 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 94.11 93.24 92.42 93.55 93.71 91.30 91.15 94.48 92.48 91.33 91.15 90.14 93.38 92.47 91.00 92.74 93.09 92.65 91.17 93.56 94.30 95.04 90.77 92.19 90.87
96 372 48 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 90.77 93.18 92.54 93.45 93.64 91.78 92.72 93.95 92.33 92.01 92.42 92.44 92.86 92.89 92.20 93.65 92.47 92.72 92.27 92.63 94.35 92.90 92.15 92.81 92.35
97 372 48 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 89.55 93.12 91.82 92.97 94.96 91.59 91.90 92.59 92.13 91.79 92.23 91.00 93.44 92.84 91.19 93.15 92.62 90.43 93.89 93.60 91.97 93.45 92.99 91.91 91.69
98 372 48 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 90.10 89.80 93.28 92.70 92.41 91.62 93.26 92.18 92.74 92.94 93.07 91.91 91.42 92.31 93.08 93.08 93.69 91.70 92.32 93.46 92.96 93.41 92.89 92.18 91.74
99 372 48 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 91.47 91.97 94.91 91.16 92.69 92.16 94.18 91.30 92.86 92.92 92.60 92.66 92.01 93.30 93.71 92.67 91.85 92.27 94.05 94.44 93.67 92.22 93.27 92.01 90.86
116 372 48 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 91.97 92.11 90.22 92.03 92.57 89.50 90.72 91.84 92.74 92.50 93.29 93.24 91.94 94.18 90.56 92.49 93.35 92.06 92.33 93.15 92.53 91.64 92.71 91.51 93.19
117 372 48 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 91.85 93.37 92.39 94.02 91.82 93.17 91.83 92.87 91.14 93.26 93.41 91.50 93.79 93.46 93.07 91.36 94.19 93.97 93.56 94.08 93.97 94.73 92.79 92.51 93.11
118 372 48 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 91.99 92.26 91.81 90.86 92.87 92.06 92.29 91.36 92.75 92.75 90.44 90.24 91.76 90.56 91.76 92.71 91.34 91.70 92.62 94.87 91.77 94.44 93.24 93.53 92.54
119 372 48 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 92.21 91.75 89.82 92.61 93.22 91.15 92.76 93.71 91.27 91.19 93.75 92.66 94.30 93.03 93.15 92.65 92.11 92.08 92.44 93.08 92.38 93.30 91.37 93.08 91.51
136 372 48 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 93.60 94.03 92.38 91.15 93.13 91.37 91.48 91.92 92.40 92.37 92.89 89.15 91.70 93.23 90.63 93.15 93.25 91.32 92.09 92.93 94.27 91.63 93.20 93.17 92.34
137 372 48 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 90.47 93.80 92.46 93.19 93.97 92.48 93.80 89.55 92.27 91.66 92.81 92.70 93.74 92.46 89.82 92.84 91.01 92.35 92.97 93.35 94.17 94.48 93.40 94.08 93.94
138 372 48 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 90.49 93.10 93.31 93.19 90.30 91.94 91.83 94.50 91.85 92.03 91.24 91.51 89.81 92.34 91.12 93.21 91.38 91.46 92.02 93.65 93.54 93.37 91.20 93.09 93.51
139 372 48 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 94.13 93.03 93.74 91.93 93.50 90.07 93.11 90.53 89.97 89.94 91.25 92.46 90.12 93.40 90.96 92.78 92.87 92.44 92.20 93.32 94.63 93.63 93.53 92.52 90.66
156 372 48 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 91.39 93.97 92.54 91.57 92.08 90.94 91.72 92.12 90.31 93.71 90.79 91.81 91.34 93.11 91.13 93.51 93.36 92.44 92.81 93.58 94.21 93.80 91.88 92.82 91.58
157 372 48 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 91.96 91.56 93.33 92.39 93.82 92.00 89.37 91.56 92.95 93.42 92.10 93.69 94.36 91.66 91.08 91.36 93.64 92.03 91.84 94.13 94.50 93.47 91.64 93.34 90.56
158 372 48 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 93.62 92.78 91.69 92.69 92.06 92.18 92.46 90.05 92.00 92.29 91.01 92.25 91.51 94.62 91.81 92.00 92.29 93.46 92.80 93.86 93.01 92.28 91.79 91.44 91.48
159 372 48 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 91.47 92.23 93.20 93.84 92.76 92.66 91.88 90.86 92.55 92.38 93.56 93.54 92.23 92.07 91.82 92.52 89.92 90.94 93.75 92.77 94.10 94.24 93.32 91.39 92.35
176 372 48 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 93.40 91.38 93.95 92.03 90.46 88.79 92.93 94.59 92.73 90.08 92.05 92.06 92.88 92.67 90.54 93.87 91.73 93.07 92.19 92.07 92.89 92.79 92.75 92.76 91.84
177 372 48 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 92.63 90.45 90.67 91.42 92.41 90.96 92.52 94.00 92.18 92.66 92.41 92.36 92.88 93.33 91.91 92.76 90.88 93.47 90.64 93.16 93.39 93.96 93.64 92.64 90.74
178 372 48 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 93.18 90.94 92.28 91.10 95.28 89.39 92.13 93.36 93.37 93.15 93.17 92.41 92.97 94.16 91.49 92.78 93.75 91.67 93.50 92.59 93.86 92.58 92.30 92.20 94.20
179 372 48 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 90.30 92.34 92.64 91.65 91.98 92.12 91.64 93.04 90.99 91.16 91.04 91.59 91.42 92.98 90.93 91.40 93.11 93.90 90.36 92.36 93.58 92.75 91.52 92.59 92.42
196 372 48 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 90.78 93.53 92.07 91.55 92.11 91.95 93.32 90.02 93.53 94.29 92.92 92.33 93.68 92.66 90.85 93.55 93.81 92.97 93.50 93.08 92.63 92.73 94.21 94.00 91.80
197 372 48 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 92.02 92.54 91.36 91.77 91.35 92.05 92.32 93.39 90.42 93.04 92.36 92.69 93.92 92.56 92.81 92.58 92.79 92.90 93.97 94.05 94.01 93.90 91.31 92.86 93.57
198 372 48 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 92.94 90.38 92.09 91.79 91.77 92.06 94.78 92.42 93.01 90.52 93.67 89.82 92.74 92.24 91.20 90.15 91.82 93.00 92.69 93.11 93.14 93.04 92.44 93.78 92.72
199 372 48 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 90.33 91.54 94.54 93.32 93.08 91.29 93.87 92.41 92.34 91.22 91.46 91.17 90.41 93.00 93.07 93.96 92.10 91.60 92.11 92.59 92.02 93.06 93.47 92.98 91.76
216 372 48 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 94.60 92.67 92.48 92.64 93.06 90.69 90.25 93.43 93.53 90.91 92.65 93.27 49.17 93.41 92.78 88.58 93.15 92.41 89.84 90.56 93.16 92.42 92.53 93.69 91.76
217 372 48 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 91.88 92.02 93.29 92.70 92.80 90.29 90.82 92.71 92.74 91.70 92.59 93.43 93.36 92.89 93.11 92.47 93.13 93.91 92.55 93.34 92.90 94.32 93.21 92.62 92.12
218 372 48 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 94.05 92.08 93.02 92.07 93.29 91.40 92.79 92.60 93.23 92.55 93.33 92.71 94.28 93.99 94.68 93.20 95.18 93.85 93.80 93.89 92.86 92.18 92.34 93.25 93.29
219 372 48 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 92.28 92.69 93.89 92.20 92.15 91.94 92.25 92.37 90.71 92.89 92.27 92.62 93.64 93.58 93.28 92.55 92.96 91.99 91.07 92.16 92.83 93.48 93.80 93.65 92.55
236 372 48 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 93.99 92.76 93.96 92.92 94.70 90.96 93.76 92.75 93.94 94.13 94.20 91.07 92.75 92.11 93.09 92.20 93.68 93.47 91.43 93.03 94.12 93.29 93.24 92.61 92.23
237 372 48 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 94.11 90.64 93.76 92.49 92.11 92.18 89.91 94.62 93.04 92.21 92.70 93.59 92.24 94.97 92.69 92.47 91.41 93.90 90.88 94.92 92.36 93.28 92.09 92.93 93.40
238 372 48 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 90.41 90.40 90.53 92.93 92.46 91.47 89.94 92.10 93.50 91.59 93.07 93.28 92.63 91.37 90.26 92.27 95.76 91.98 92.17 92.83 92.36 91.82 93.34 93.07 91.68
239 372 48 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 93.19 94.39 92.15 93.13 92.36 92.99 94.07 92.54 92.47 92.96 92.23 91.43 91.65 94.55 91.93 93.98 93.49 91.86 91.09 93.34 93.95 92.85 93.31 93.36 93.40
256 372 48 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 91.74 92.73 92.94 91.41 93.02 92.58 89.36 93.55 91.47 91.83 91.94 90.73 90.60 90.41 90.97 92.99 93.24 90.93 90.36 92.32 92.73 91.81 93.19 93.47 92.72
257 372 48 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 93.15 93.65 93.77 92.40 94.95 92.68 92.00 94.01 92.86 92.97 93.25 91.57 91.48 93.06 92.12 92.58 93.82 93.54 94.05 92.28 94.10 92.46 92.71 91.42 92.46
258 372 48 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 92.53 93.42 93.39 92.18 94.12 91.13 90.19 92.80 91.26 92.23 90.16 91.76 90.82 92.95 89.81 95.02 92.77 93.55 92.51 93.65 93.04 92.76 92.50 92.24 93.73
259 372 48 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 91.25 90.66 92.65 94.15 91.60 90.86 92.13 90.56 93.31 93.34 93.24 91.36 93.43 92.15 91.25 92.83 92.05 92.67 92.69 93.34 92.71 92.99 93.26 93.33 91.13
276 372 48 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 92.54 91.56 93.69 92.79 91.22 91.45 92.66 93.64 92.18 91.18 93.56 92.71 93.08 93.09 92.66 91.58 91.54 91.96 90.76 93.41 94.05 94.67 93.40 93.12 93.06
277 372 48 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 92.49 90.96 93.60 92.55 93.80 90.86 92.52 93.97 91.88 93.09 92.78 92.56 91.67 92.60 91.56 92.86 94.16 93.06 92.58 94.06 92.97 94.10 92.65 93.82 91.95
278 372 48 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 92.68 93.40 94.27 92.15 94.71 92.08 92.73 92.91 91.66 91.92 93.52 89.68 93.68 91.78 91.56 93.81 94.62 91.71 92.59 93.57 92.70 95.00 94.13 92.70 92.79
279 372 48 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 91.83 92.97 93.70 90.69 93.59 92.71 90.81 92.14 93.04 92.42 91.31 91.21 93.64 91.90 91.46 93.50 93.53 93.70 93.00 93.38 92.78 92.87 93.08 93.53 93.45
296 372 48 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 93.07 92.35 93.14 91.68 93.25 91.50 91.18 93.47 94.78 90.69 92.22 93.01 90.26 93.73 93.30 94.07 92.01 90.47 92.58 94.75 92.49 91.93 90.78 93.20 91.60
297 372 48 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 90.11 93.64 94.03 92.58 93.33 92.74 93.35 92.39 93.42 93.11 91.56 93.65 92.00 92.55 91.80 92.48 92.65 92.50 92.41 94.24 92.56 94.58 93.15 92.90 93.85
298 372 48 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 93.22 91.90 93.08 93.13 93.65 91.45 92.44 92.60 92.77 92.62 92.56 93.10 92.86 92.93 93.10 93.14 92.89 92.61 93.37 94.31 94.38 91.24 92.94 92.66 91.90
299 372 48 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 94.55 93.00 92.51 92.65 92.48 92.58 91.22 90.43 94.28 93.45 92.57 89.24 92.12 93.50 92.61 92.09 93.30 94.42 91.27 95.07 92.93 95.04 92.05 93.36 91.46
316 372 48 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 92.95 91.67 93.19 92.42 93.77 90.95 91.32 93.03 91.41 92.65 92.20 92.66 93.16 91.00 93.31 92.97 94.21 92.90 93.27 92.36 92.64 92.47 93.47 94.48 92.52
317 372 48 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 91.16 93.98 92.64 91.86 93.37 91.75 92.44 89.18 91.84 92.42 92.61 93.39 92.12 91.56 92.32 90.72 93.42 91.17 93.52 93.46 93.89 94.07 93.05 92.07 92.58
318 372 48 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 91.27 93.69 94.77 91.95 93.23 91.23 92.76 92.29 92.02 94.82 92.11 93.18 92.72 93.16 93.14 93.29 92.70 91.40 93.07 90.92 93.67 94.61 93.28 93.41 92.23
319 372 48 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 93.36 90.19 92.95 91.00 93.52 90.48 92.53 91.63 91.33 93.16 92.80 92.76 91.73 90.34 91.52 91.74 92.57 92.81 92.49 92.28 93.89 93.68 92.89 91.61 92.71
336 372 48 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 91.96 91.18 91.26 91.88 93.94 89.76 90.66 92.48 92.88 93.39 92.40 91.24 92.82 92.49 91.71 91.80 93.07 92.55 92.69 93.10 92.82 93.55 93.80 92.53 91.60
337 372 48 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 93.68 94.23 93.57 92.26 93.80 89.92 90.48 92.13 91.98 91.97 93.80 91.98 92.27 91.02 93.82 89.86 91.51 92.44 92.10 92.35 93.22 92.81 91.81 91.94 93.57
338 372 48 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 92.45 91.66 92.80 91.74 91.95 91.22 92.71 93.90 91.08 90.71 94.24 93.51 92.62 91.13 93.25 93.13 91.34 91.77 91.92 92.55 93.91 94.29 93.32 91.19 91.48
339 372 48 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 92.12 91.85 92.43 91.30 92.73 91.15 92.49 93.45 91.05 92.03 92.11 89.74 93.30 94.33 92.76 91.56 93.01 92.39 90.41 92.98 93.87 92.98 93.34 92.53 93.09
356 372 48 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 92.27 93.03 93.88 91.18 93.86 91.60 90.15 93.77 92.12 93.21 92.89 92.33 92.17 94.02 78.02 91.85 93.17 92.97 94.05 93.03 93.89 93.68 92.79 75.40 93.39
357 372 48 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 91.56 91.83 91.24 94.28 90.98 91.73 93.52 89.63 91.91 91.19 90.60 90.89 94.19 93.06 92.96 90.58 93.97 91.96 92.45 92.28 91.51 93.76 92.56 94.70 93.31
358 372 48 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 92.89 92.36 92.66 92.92 92.52 90.55 92.39 90.23 93.31 94.07 91.68 92.28 92.13 93.02 91.84 93.20 92.53 92.88 93.25 93.26 93.98 92.88 91.51 91.73 91.35
359 372 48 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 93.35 90.85 91.12 92.71 90.03 90.26 92.60 90.95 91.38 92.30 92.28 92.50 93.90 92.49 91.57 91.11 93.74 91.22 91.76 91.86 90.64 93.29 93.46 92.84 93.32
376 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.11 91.04 91.12 90.18 90.95 91.83 91.13 90.92 90.81 92.60 93.07 89.56 90.95 91.71 91.40 93.63 91.00 92.80 92.65 92.80 92.40 93.05 92.41 91.81 92.52
377 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.08 92.45 90.32 90.02 93.54 90.53 90.90 91.89 90.33 91.96 92.78 90.78 88.96 91.96 90.69 88.75 91.49 91.62 92.95 91.59 91.97 91.86 91.06 90.95 88.50
378 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.21 92.42 90.65 91.57 92.48 90.52 91.66 91.32 89.48 91.23 92.37 90.82 91.06 90.29 92.13 90.86 91.33 92.76 93.25 92.51 92.56 92.41 92.13 91.85 91.73
379 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.54 90.00 91.23 92.21 90.73 93.38 91.62 90.42 88.11 91.28 92.29 89.30 90.42 92.75 89.50 90.97 93.05 90.08 93.13 90.67 91.79 89.62 91.12 92.24 89.54
396 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.78 92.27 92.77 92.46 92.55 90.34 91.32 91.58 92.50 93.47 91.97 90.77 91.49 91.74 91.36 91.64 90.83 93.38 92.62 93.02 92.94 92.69 92.52 93.77 90.95
397 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.68 92.68 92.78 93.61 91.83 91.77 91.25 91.13 91.87 89.58 91.71 91.53 90.74 90.56 92.35 91.20 90.24 93.69 92.36 92.41 93.09 93.10 93.06 91.93 91.98
398 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.63 90.84 91.51 91.44 90.55 91.80 91.18 91.99 93.47 90.02 91.44 90.75 91.38 92.98 90.35 89.74 92.28 90.52 91.53 92.41 91.52 94.80 92.09 92.35 91.36
399 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 93.71 91.32 91.82 92.03 92.97 91.53 91.87 91.65 89.53 93.53 92.31 91.93 91.73 92.16 91.48 90.83 93.30 92.49 93.81 93.69 92.25 92.81 93.55 93.34 93.39
416 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.86 91.07 93.96 91.67 92.52 93.27 91.33 93.29 90.91 92.79 91.75 91.50 91.57 93.39 90.76 92.21 92.84 91.59 93.93 94.45 92.75 93.31 92.41 93.70 91.10
417 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.09 93.08 92.71 91.97 91.96 90.96 92.40 92.23 90.27 88.76 92.79 92.64 92.37 91.78 91.07 90.81 91.46 90.98 93.43 93.02 92.76 94.22 93.28 92.41 92.35
418 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 92.24 88.67 93.39 91.27 92.17 91.76 91.25 91.91 91.76 93.37 91.49 92.06 93.82 92.69 90.23 92.91 91.94 91.97 93.00 93.94 94.14 93.57 93.28 92.89 92.30
419 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.59 92.22 93.07 90.92 92.88 92.41 90.63 91.07 90.27 91.28 90.75 91.79 91.96 92.33 92.82 93.23 93.50 93.25 93.55 92.86 92.81 94.01 92.65 92.32 92.95
436 372 48 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.53 91.74 91.89 89.68 92.90 91.17 91.14 92.32 92.93 92.03 90.61 92.08 90.23 91.54 91.45 91.12 91.59 93.13 91.88 93.81 90.10 94.56 90.99 91.40 90.97
437 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 90.35 89.34 90.75 90.39 90.92 90.87 90.19 91.45 89.22 91.05 91.92 93.45 90.36 91.60 93.40 90.20 91.20 90.76 92.28 91.48 91.22 90.30 93.27 89.77 89.13
438 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 90.52 93.66 90.53 90.76 92.30 92.73 91.89 91.06 92.60 94.05 90.99 89.84 89.80 91.97 91.59 91.77 92.32 92.77 93.20 91.69 90.51 93.60 92.21 93.02 91.48
439 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.83 90.59 91.42 90.76 91.27 92.33 91.55 91.92 91.59 91.56 91.71 91.15 90.38 92.01 89.43 92.11 92.03 92.76 93.23 91.84 91.78 92.12 90.21 92.27 91.85
456 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.84 92.27 92.92 92.16 92.59 90.59 93.01 90.12 93.21 91.67 93.06 92.61 90.43 91.62 90.85 92.13 92.27 92.68 92.46 92.14 91.60 94.19 92.68 93.20 92.05
457 372 48 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 92.26 93.92 91.51 90.86 91.46 89.02 91.82 92.27 89.22 91.63 93.07 91.98 91.02 90.72 90.35 91.15 92.33 92.06 93.13 93.32 91.82 94.70 91.63 91.44 90.18
458 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 92.73 91.45 92.50 90.84 92.49 90.38 93.66 91.11 91.68 92.19 92.61 91.34 92.96 91.77 91.23 92.70 94.52 91.49 93.28 92.13 92.63 93.32 93.79 92.12 90.80
459 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 90.52 92.60 93.34 91.82 92.11 90.38 91.20 94.88 90.11 91.39 92.88 91.16 90.93 93.11 91.93 92.33 93.51 90.69 90.73 91.14 92.38 93.88 92.13 92.19 92.17
476 372 48 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 89.63 91.22 93.50 91.51 93.29 92.46 91.45 90.85 90.66 92.03 93.04 91.84 92.50 91.20 90.44 92.67 91.54 92.34 93.33 92.15 91.12 93.30 92.87 91.87 92.86
477 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 90.24 92.67 92.27 92.16 92.73 91.01 91.49 90.30 91.13 91.38 92.43 90.31 90.80 92.38 92.54 92.20 93.05 91.61 93.57 93.20 93.51 94.27 93.02 93.54 92.16
478 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.52 91.45 93.03 90.65 91.32 92.54 92.93 93.89 92.27 92.60 92.17 89.17 92.75 90.96 92.51 92.81 92.78 95.03 91.50 92.84 92.07 93.86 92.49 93.63 90.61
479 372 48 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 92.25 93.30 92.53 92.83 92.73 90.98 88.99 92.18 93.00 93.64 89.25 92.06 92.12 92.39 93.39 91.98 94.05 92.77 92.81 92.42 94.04 90.59 92.24 92.41 93.37
496 372 48 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 92.67 91.52 92.38 91.19 90.57 90.93 89.79 89.96 90.53 89.54 90.95 89.42 90.81 93.70 90.08 89.36 94.52 90.68 92.11 91.03 91.03 91.12 92.00 90.32 88.80
497 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 90.30 89.48 89.76 90.57 93.32 88.84 88.50 92.05 90.57 91.16 90.51 91.38 90.75 92.48 91.29 89.61 92.61 89.71 91.87 91.60 91.37 91.91 92.33 87.93 92.15
498 372 48 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 89.76 92.43 89.07 88.90 90.25 88.83 91.49 89.67 90.91 91.79 93.38 89.83 90.01 90.75 91.72 89.54 91.87 91.50 91.98 91.37 91.37 91.88 91.75 93.78 90.60
499 372 48 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 90.09 92.54 91.64 91.12 90.48 92.20 92.00 90.49 90.94 90.24 91.05 89.32 91.24 91.35 92.36 91.60 92.48 90.62 91.51 92.02 91.84 90.99 91.33 90.58 89.70
516 372 48 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 91.19 91.90 89.68 89.80 91.79 91.71 92.35 91.61 91.40 91.04 92.32 92.56 92.56 89.44 92.84 91.65 90.85 91.57 90.34 93.21 90.99 93.46 91.39 90.51 92.55
517 372 48 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 92.56 92.65 91.55 92.62 92.31 91.26 91.92 92.62 91.33 90.50 90.75 92.24 90.36 90.32 89.83 92.55 92.01 93.07 93.11 94.20 93.33 93.39 93.52 91.16 91.72
518 372 48 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 91.04 92.07 88.09 91.65 90.37 92.41 91.29 91.73 90.80 90.15 89.98 91.15 89.23 92.27 90.03 93.80 92.09 93.10 93.88 92.84 92.55 91.95 92.42 92.17 92.20
519 372 48 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.52 92.89 92.49 91.07 95.39 90.85 93.46 91.54 91.82 92.21 92.39 90.56 92.62 90.76 91.68 91.60 91.61 88.81 92.06 93.45 92.65 92.18 92.71 92.14 90.88
536 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 91.96 93.25 93.57 92.12 92.66 90.11 93.35 91.56 93.31 91.28 91.53 91.29 91.05 92.02 92.65 90.73 92.90 92.64 92.58 93.54 92.15 93.78 91.02 91.84 90.70
537 372 48 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 93.29 90.58 92.85 90.89 90.62 92.75 94.23 92.63 91.99 90.60 93.02 90.35 91.29 92.65 90.86 91.43 92.57 92.60 93.52 92.00 92.60 92.61 92.72 93.22 93.00
538 372 48 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 93.05 92.92 92.89 93.80 92.05 93.18 92.90 91.76 90.90 92.89 92.77 91.76 92.30 91.46 91.84 93.11 93.95 93.22 92.73 92.54 92.19 94.48 92.57 93.00 92.70
539 372 48 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 89.00 91.21 93.09 89.75 91.13 93.00 92.61 92.46 92.31 91.30 92.34 91.43 91.46 91.95 92.28 92.23 91.68 91.02 91.63 91.90 92.89 92.70 90.33 91.79 92.73
556 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.20 91.70 91.28 90.28 92.09 91.78 93.90 91.53 90.40 91.35 90.60 89.57 91.03 91.40 91.38 91.77 91.10 91.95 89.03 91.73 91.18 91.10 92.96 92.49 92.70
557 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 93.02 90.59 90.01 90.82 90.20 91.18 90.62 89.05 91.81 91.28 91.84 92.33 91.54 90.82 92.56 91.12 90.53 92.58 92.99 93.15 93.58 92.37 91.99 90.73 91.22
558 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.09 90.59 91.71 90.86 91.72 91.85 89.61 91.40 91.69 89.81 90.65 88.79 91.55 89.63 90.63 91.08 93.27 89.76 92.93 91.71 92.04 91.74 93.28 90.54 89.57
559 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 92.15 92.25 91.25 91.52 91.79 92.42 90.21 89.65 92.76 90.83 90.99 89.84 91.20 90.98 88.83 92.17 91.95 91.69 93.81 93.35 90.83 92.05 92.46 90.71 89.03
576 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.30 92.06 94.46 91.12 92.30 91.76 91.24 89.95 91.61 92.15 90.06 90.02 91.93 92.42 89.60 91.32 91.55 91.29 93.63 91.77 92.04 91.66 92.07 92.16 92.52
577 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 91.73 88.41 91.46 90.65 90.59 91.43 92.59 92.05 90.97 90.99 92.64 91.47 91.29 92.14 93.33 91.59 92.38 92.11 93.53 92.47 92.38 94.36 92.28 91.61 90.97
578 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.80 91.48 90.43 92.83 91.48 90.48 90.04 92.33 91.73 92.71 94.27 90.25 90.76 91.91 91.29 91.68 92.51 91.78 92.88 93.81 92.93 93.16 92.73 93.28 93.27
579 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.58 92.02 92.36 91.26 91.85 90.84 89.55 91.52 92.51 92.60 91.66 88.42 91.36 88.93 91.81 91.18 92.04 92.02 92.46 93.08 93.75 93.92 92.71 93.76 91.81
596 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 92.50 92.11 91.99 91.95 92.32 91.70 91.26 92.28 91.78 92.73 92.32 91.10 91.48 92.19 92.28 91.81 91.25 91.30 93.46 90.52 92.38 94.76 92.52 92.38 92.60
597 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 90.50 90.64 92.45 90.97 91.02 91.71 91.77 91.90 90.75 92.74 93.54 90.92 91.85 92.20 91.91 92.64 93.62 92.04 93.70 92.14 93.74 90.85 92.13 92.50 93.77
598 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 93.61 91.53 92.48 93.07 91.30 92.65 92.43 92.30 92.40 89.90 93.79 90.34 92.69 93.44 90.57 92.18 92.66 93.61 92.24 92.11 91.99 93.50 92.23 93.52 92.93
599 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.53 92.11 90.73 94.32 92.02 91.84 92.81 90.75 91.55 92.62 93.54 91.79 91.40 92.30 93.82 92.47 90.79 92.33 91.90 92.96 93.54 93.22 92.27 94.09 92.17
616 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.88 92.13 90.82 91.30 90.54 92.16 90.65 91.22 88.97 92.61 91.28 91.11 91.59 91.83 91.49 91.18 91.26 90.91 91.74 92.36 91.06 92.57 92.30 89.91 91.03
617 372 48 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 92.91 90.99 94.19 90.11 88.98 88.94 91.13 92.36 91.84 90.22 92.54 90.29 91.64 92.98 90.79 90.14 90.77 91.41 91.45 92.07 91.82 90.08 91.80 91.31 89.61
618 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.29 91.51 90.58 92.03 90.09 90.70 91.39 90.43 91.10 92.03 91.25 90.19 90.96 91.89 91.77 91.62 92.56 93.07 91.81 94.25 91.62 94.51 91.28 92.81 92.14
619 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.06 92.48 92.35 92.24 90.48 93.12 90.18 93.80 92.49 93.22 92.77 89.66 92.78 92.47 90.55 92.29 92.84 91.43 93.26 91.73 91.82 93.21 92.06 91.53 90.69
636 372 48 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 91.62 92.48 90.50 91.67 90.54 92.38 92.99 91.39 92.23 91.48 91.41 89.81 91.11 92.21 91.32 91.47 93.17 91.68 92.33 93.66 92.19 91.58 92.23 92.11 90.53
637 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 90.74 90.56 90.65 91.91 91.92 90.65 90.52 91.68 91.80 91.37 91.29 91.14 92.37 91.39 91.53 91.27 91.88 91.38 93.16 93.62 91.92 93.02 93.04 93.55 91.85
638 372 48 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 90.09 92.70 91.34 92.30 91.79 91.71 91.32 90.89 91.63 92.62 91.05 90.32 92.31 92.46 90.48 91.83 91.35 92.39 92.29 92.23 92.08 93.45 91.80 90.78 93.06
639 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 91.36 93.57 91.31 90.55 90.38 92.77 91.74 90.77 90.69 90.93 91.93 93.85 93.72 91.46 92.10 91.05 93.57 92.93 91.53 92.71 92.38 92.94 93.23 92.44 90.19
656 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 92.82 92.19 92.39 92.80 92.30 91.25 92.34 94.33 92.12 92.11 90.11 89.67 89.70 93.15 91.39 91.14 92.74 91.80 93.07 93.44 93.46 92.96 92.51 94.85 91.60
657 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 94.15 93.69 91.90 91.28 91.63 93.00 91.30 92.20 91.06 91.72 92.21 92.53 93.29 92.27 92.35 92.81 91.53 92.68 93.03 92.23 93.69 93.98 92.86 93.87 92.32
658 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 93.84 93.26 92.88 90.22 91.49 92.27 91.99 91.87 91.50 92.60 94.00 89.30 93.86 91.97 93.42 93.75 91.06 92.65 93.19 92.94 91.32 94.11 93.41 90.60 92.37
659 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 92.19 93.68 92.84 91.89 92.88 93.33 90.96 91.55 91.33 91.38 93.21 91.57 92.30 91.21 91.11 91.93 92.86 92.69 91.62 91.51 93.07 92.35 94.04 92.42 91.36
676 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 92.49 90.59 90.88 89.41 88.91 90.47 92.12 90.52 91.39 89.55 90.91 91.15 90.47 90.25 90.08 90.20 91.60 91.59 90.82 91.58 91.49 91.89 91.45 92.81 89.83
677 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 91.78 93.32 91.99 92.68 92.09 90.58 93.35 89.86 92.29 92.56 91.98 91.00 90.80 89.83 89.11 91.36 92.67 92.03 92.00 92.11 92.03 90.14 90.02 90.80 92.22
678 372 48 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 90.07 91.14 91.40 90.64 91.26 88.21 91.25 90.84 91.57 91.84 91.79 89.78 90.97 93.82 91.71 89.48 92.10 91.73 91.27 91.80 91.09 89.73 93.50 91.80 91.05
679 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 91.56 90.77 92.34 91.19 90.73 91.20 92.67 91.16 92.49 89.86 89.98 90.00 90.63 90.94 90.38 92.37 91.99 90.80 93.87 92.43 90.89 92.21 92.01 90.03 91.77
696 372 48 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 93.16 92.46 92.88 92.45 93.03 91.74 90.46 92.47 90.56 91.29 92.18 91.49 90.70 93.21 91.76 91.91 92.24 91.31 92.19 92.41 93.16 92.03 91.16 91.92 92.16
697 372 48 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 92.14 91.48 94.18 92.79 90.59 90.53 90.06 93.38 92.80 90.78 92.07 90.93 91.55 93.58 90.54 92.25 92.19 92.32 92.67 93.76 92.60 92.77 92.02 91.83 91.10
698 372 48 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 91.33 92.98 91.79 93.68 92.89 90.21 91.57 90.92 90.79 91.94 91.86 92.03 91.33 92.11 91.77 91.71 92.96 94.72 91.37 92.99 90.86 93.52 91.12 90.90 92.31
699 372 48 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 90.31 89.94 94.66 91.73 89.92 90.53 90.87 91.12 93.33 90.84 91.95 90.66 91.89 92.05 92.73 91.23 91.16 91.49 92.00 91.41 92.31 92.62 91.51 91.99 91.49
716 372 48 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 92.96 92.72 91.17 89.73 93.65 90.70 90.49 92.25 92.79 91.75 93.65 92.09 92.67 91.15 92.00 90.41 91.22 93.43 91.33 93.01 93.36 94.39 91.79 91.40 91.60
717 372 48 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 94.15 92.22 89.03 93.33 91.41 93.85 89.81 91.88 92.13 92.04 91.75 89.83 92.40 92.72 92.51 92.19 93.57 93.73 90.48 93.48 91.19 92.72 91.93 91.82 93.00
718 372 48 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 93.61 92.24 94.61 93.01 94.78 91.16 94.37 91.81 91.55 91.60 91.28 91.51 91.28 92.26 91.40 92.08 93.18 94.16 93.94 92.44 92.71 92.01 92.95 93.27 93.37
719 372 48 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.26 91.81 90.92 90.37 92.35 92.81 91.92 91.74 92.48 91.35 90.52 91.83 88.50 92.29 89.68 91.11 92.43 91.33 92.56 92.40 92.96 94.81 92.61 92.29 91.05
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues = []
pvalues_real = []

for _,index in enumerate(dt_valid_sub.index):
  _, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
  pvalues_real.append(p_value)
  pvalues.append((p_value >= 0.05)*1)

  

dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues


dt_valid_sub1 = dt_valid_sub.query('sig == 1')


max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
556 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.01 90.31 88.43 89.38 89.31 91.60 90.89 89.11 88.88 91.04 89.69 89.04 90.70 88.71 89.27 90.42 89.88 90.28 89.14 89.55 90.64 90.16 89.29 90.50 90.07
557 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.41 89.28 89.66 89.80 89.73 90.01 88.53 89.54 89.99 89.56 90.96 90.51 90.28 89.91 89.57 89.14 88.90 90.28 91.32 89.77 90.72 90.41 89.24 89.94 90.39
558 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.31 89.54 89.46 90.68 90.59 90.75 90.12 89.24 90.65 88.14 90.60 90.92 89.95 89.72 90.99 90.18 89.91 89.39 90.97 90.53 90.60 88.26 89.90 88.99 88.30
559 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.96 90.77 90.23 90.32 88.92 90.59 89.82 88.99 91.56 89.13 90.11 90.81 90.73 90.14 88.58 90.18 89.11 90.35 90.57 89.58 89.90 88.90 89.52 89.22 89.59
618 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 89.17 91.00 90.45 89.74 88.22 89.91 90.09 89.92 90.16 89.67 90.82 91.91 90.22 89.36 89.97 90.64 89.36 89.47 90.72 89.24 88.77 89.66 89.04 89.04 88.02
619 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.58 89.75 89.99 89.98 89.69 90.35 88.07 90.53 90.16 91.20 90.63 90.52 91.14 89.26 89.53 89.76 89.48 90.73 90.47 89.61 89.23 90.65 88.32 87.96 88.31
676 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 90.06 89.91 90.02 89.52 88.55 90.29 90.66 89.86 90.44 89.12 90.14 89.67 89.57 89.84 88.56 90.07 89.61 89.41 90.59 90.42 91.38 89.39 88.61 90.48 90.02
677 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.22 89.48 89.28 91.14 90.42 91.70 89.60 90.16 89.98 89.79 89.54 90.81 91.27 90.45 88.31 90.37 90.82 89.05 89.76 91.04 88.56 88.38 87.39 87.98 88.47
679 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 88.30 89.80 88.60 90.59 90.88 91.12 89.73 89.47 89.30 89.14 89.23 90.66 89.34 88.72 89.66 90.10 89.02 88.92 90.82 89.56 90.19 90.60 88.46 90.47 89.66
376 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.15 88.23 89.60 89.33 89.69 89.46 90.04 91.18 90.27 89.22 90.70 89.95 90.40 89.82 89.79 90.08 89.26 89.35 90.14 90.13 89.71 90.46 90.87 89.83 88.23
377 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.93 91.14 88.00 89.37 90.55 89.44 88.91 90.43 89.62 89.93 90.88 90.65 88.63 88.78 89.22 89.44 90.59 90.30 90.41 90.81 90.49 90.22 88.95 89.04 88.29
378 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.12 90.51 88.91 90.08 92.07 89.56 90.24 89.93 87.78 89.51 91.31 89.32 90.81 89.52 88.42 90.10 89.93 90.47 89.79 89.37 89.89 88.36 90.87 88.51 89.61
379 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.22 89.84 90.69 90.72 90.47 91.43 90.88 88.90 88.78 88.50 90.81 89.96 90.70 88.83 89.35 90.18 89.90 89.84 90.29 89.83 90.62 89.59 89.34 87.91 89.09
438 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.96 90.54 88.74 90.12 90.76 90.14 90.29 89.78 89.01 90.34 90.91 91.52 89.40 91.16 89.55 90.18 89.40 90.51 89.20 87.77 90.47 90.16 89.87 90.87 88.27
497 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.08 90.19 88.74 90.39 89.42 88.87 88.31 91.22 89.80 90.37 90.20 90.89 89.31 90.35 89.76 90.72 89.25 89.44 89.46 89.71 90.25 90.05 88.41 89.34 89.25
576 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.87 91.21 88.90 89.58 90.71 90.18 91.33 89.68 89.20 90.33 89.41 89.56 89.38 90.05 89.20 89.34 91.42 90.64 89.74 89.10 88.96 87.81 89.14 89.69 89.03
577 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.60 89.12 89.45 88.94 90.84 89.84 90.08 90.43 89.00 89.87 90.20 90.35 90.58 91.36 89.10 91.00 89.69 89.84 90.72 89.34 89.38 89.63 90.61 88.41 90.34
578 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.95 88.88 89.88 89.84 89.99 90.59 89.33 90.72 90.40 88.36 90.80 90.52 89.79 90.81 89.11 91.56 88.86 90.57 90.98 89.07 91.09 88.54 89.76 89.10 91.35
579 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.41 90.13 91.36 89.03 89.38 90.20 90.01 89.66 90.17 90.16 90.08 89.17 89.84 87.51 88.29 89.91 90.95 91.34 89.37 91.52 89.53 89.89 89.99 91.35 90.29
637 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 89.10 88.98 89.03 89.16 89.56 90.16 89.25 90.38 89.07 90.29 89.53 90.62 89.35 88.83 89.51 90.61 88.68 90.27 89.03 90.54 90.43 90.97 89.86 90.82 90.29
396 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.43 89.34 89.68 90.42 89.78 90.09 90.90 88.91 90.15 89.62 89.42 90.23 90.72 89.55 87.75 90.16 90.01 90.29 90.29 90.20 91.42 87.84 89.32 90.33 91.35
397 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.45 90.64 89.70 88.97 88.97 90.27 90.18 89.40 89.39 89.82 91.06 89.60 89.75 90.25 89.99 91.17 90.14 88.78 90.87 90.15 89.02 88.91 90.46 89.42 89.76
398 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 90.18 90.68 87.89 90.38 89.97 91.06 90.52 89.50 89.26 88.57 90.14 90.67 90.71 90.26 90.09 90.17 88.85 90.46 90.94 90.34 90.69 90.24 89.18 90.58 90.35
399 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.63 90.50 88.56 89.15 89.20 89.93 90.25 89.72 89.61 90.20 89.85 89.94 91.05 90.04 89.22 89.96 89.87 90.49 90.20 89.46 90.44 88.85 91.18 89.02 89.05
456 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.43 90.18 89.24 90.74 90.26 90.22 89.82 88.95 89.25 89.26 91.40 90.56 90.71 89.64 89.11 90.27 88.03 89.54 91.02 89.73 90.13 88.96 88.49 89.31 89.42
458 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.20 89.70 89.29 90.28 88.72 89.46 89.56 90.36 90.06 89.57 90.22 90.30 90.40 89.00 89.36 90.71 90.76 89.33 90.63 89.78 89.92 89.16 89.31 89.37 90.13
459 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.16 89.72 90.98 90.71 88.80 90.41 90.62 90.11 88.38 88.94 91.38 89.66 91.62 88.88 90.69 90.29 89.30 89.23 90.33 89.00 90.86 89.51 90.25 90.68 90.75
596 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.54 88.49 89.64 90.05 88.34 89.85 89.72 89.79 90.22 88.90 89.88 90.42 89.29 88.88 90.43 89.18 90.13 91.03 90.48 90.16 91.78 89.59 89.77 89.83 89.47
598 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.84 89.20 89.34 89.35 89.53 90.49 89.74 89.93 90.60 90.29 90.92 91.60 89.43 89.63 89.80 89.58 88.64 90.42 90.80 90.53 89.99 88.70 89.33 89.87 88.75
599 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.30 90.56 89.13 89.71 90.15 90.53 89.77 90.03 89.53 89.12 91.33 90.99 90.15 90.22 89.40 89.60 89.76 90.61 90.34 90.72 90.13 89.33 90.30 90.25 90.32
656 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 90.42 90.95 88.83 89.92 89.15 90.28 89.90 90.47 90.11 90.03 91.03 89.58 89.93 89.09 88.03 88.43 89.65 89.74 88.82 90.64 90.80 87.58 89.56 90.03 90.06
658 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.81 91.44 89.74 89.21 89.00 89.06 89.64 90.57 89.43 89.14 90.94 89.70 90.38 90.08 90.46 90.59 90.21 90.90 89.45 91.84 88.40 90.30 90.35 87.74 91.18
659 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 88.70 90.25 88.90 89.63 88.98 91.45 87.97 87.92 88.93 89.38 91.98 89.60 90.41 89.25 90.62 90.14 88.71 89.88 90.45 90.98 91.52 89.60 89.93 91.65 88.80
416 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.73 89.82 90.14 90.06 88.85 89.69 89.63 89.44 90.58 88.36 90.59 90.62 90.51 90.88 88.66 89.29 90.05 89.62 90.63 89.42 90.80 89.85 87.79 89.77 89.83
418 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.61 89.61 89.20 91.19 89.71 88.74 89.15 89.06 89.93 88.93 90.55 89.71 89.17 90.62 90.27 90.41 89.36 89.96 89.82 89.36 90.94 90.40 91.14 90.47 89.60
419 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.89 89.40 90.30 89.39 88.84 91.49 90.32 89.66 89.19 89.01 89.80 91.29 89.85 89.55 88.33 89.53 90.20 90.32 91.34 90.91 91.17 90.57 88.89 89.68 89.65
477 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 89.37 90.85 89.03 90.84 88.91 90.67 89.93 90.09 90.22 89.63 90.28 90.29 88.73 90.11 89.33 89.35 88.74 89.82 89.95 89.57 89.26 90.29 89.55 89.46 89.65
478 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.68 89.14 89.95 88.47 89.32 89.82 89.91 90.21 90.60 89.53 90.73 90.14 89.19 87.54 91.81 90.65 88.32 89.74 89.50 90.47 89.46 90.86 90.51 90.30 89.06 
Size of the All data:  (144, 28)
Size of the Sig data:  (38, 28)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
21 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.20 91.70 91.28 90.28 92.09 91.78 93.90 91.53 90.40 91.35 90.60 89.57 91.03 91.40 91.38 91.77 91.10 91.95 89.03 91.73 91.18 91.10 92.96 92.49 92.70
9 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 93.02 90.59 90.01 90.82 90.20 91.18 90.62 89.05 91.81 91.28 91.84 92.33 91.54 90.82 92.56 91.12 90.53 92.58 92.99 93.15 93.58 92.37 91.99 90.73 91.22
12 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.09 90.59 91.71 90.86 91.72 91.85 89.61 91.40 91.69 89.81 90.65 88.79 91.55 89.63 90.63 91.08 93.27 89.76 92.93 91.71 92.04 91.74 93.28 90.54 89.57
11 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 92.15 92.25 91.25 91.52 91.79 92.42 90.21 89.65 92.76 90.83 90.99 89.84 91.20 90.98 88.83 92.17 91.95 91.69 93.81 93.35 90.83 92.05 92.46 90.71 89.03
24 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.29 91.51 90.58 92.03 90.09 90.70 91.39 90.43 91.10 92.03 91.25 90.19 90.96 91.89 91.77 91.62 92.56 93.07 91.81 94.25 91.62 94.51 91.28 92.81 92.14
23 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.06 92.48 92.35 92.24 90.48 93.12 90.18 93.80 92.49 93.22 92.77 89.66 92.78 92.47 90.55 92.29 92.84 91.43 93.26 91.73 91.82 93.21 92.06 91.53 90.69
14 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 92.49 90.59 90.88 89.41 88.91 90.47 92.12 90.52 91.39 89.55 90.91 91.15 90.47 90.25 90.08 90.20 91.60 91.59 90.82 91.58 91.49 91.89 91.45 92.81 89.83
29 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 91.78 93.32 91.99 92.68 92.09 90.58 93.35 89.86 92.29 92.56 91.98 91.00 90.80 89.83 89.11 91.36 92.67 92.03 92.00 92.11 92.03 90.14 90.02 90.80 92.22
37 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 91.56 90.77 92.34 91.19 90.73 91.20 92.67 91.16 92.49 89.86 89.98 90.00 90.63 90.94 90.38 92.37 91.99 90.80 93.87 92.43 90.89 92.21 92.01 90.03 91.77
16 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.11 91.04 91.12 90.18 90.95 91.83 91.13 90.92 90.81 92.60 93.07 89.56 90.95 91.71 91.40 93.63 91.00 92.80 92.65 92.80 92.40 93.05 92.41 91.81 92.52
33 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.08 92.45 90.32 90.02 93.54 90.53 90.90 91.89 90.33 91.96 92.78 90.78 88.96 91.96 90.69 88.75 91.49 91.62 92.95 91.59 91.97 91.86 91.06 90.95 88.50
34 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.21 92.42 90.65 91.57 92.48 90.52 91.66 91.32 89.48 91.23 92.37 90.82 91.06 90.29 92.13 90.86 91.33 92.76 93.25 92.51 92.56 92.41 92.13 91.85 91.73
17 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.54 90.00 91.23 92.21 90.73 93.38 91.62 90.42 88.11 91.28 92.29 89.30 90.42 92.75 89.50 90.97 93.05 90.08 93.13 90.67 91.79 89.62 91.12 92.24 89.54
8 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 90.52 93.66 90.53 90.76 92.30 92.73 91.89 91.06 92.60 94.05 90.99 89.84 89.80 91.97 91.59 91.77 92.32 92.77 93.20 91.69 90.51 93.60 92.21 93.02 91.48
35 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 90.30 89.48 89.76 90.57 93.32 88.84 88.50 92.05 90.57 91.16 90.51 91.38 90.75 92.48 91.29 89.61 92.61 89.71 91.87 91.60 91.37 91.91 92.33 87.93 92.15
25 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.30 92.06 94.46 91.12 92.30 91.76 91.24 89.95 91.61 92.15 90.06 90.02 91.93 92.42 89.60 91.32 91.55 91.29 93.63 91.77 92.04 91.66 92.07 92.16 92.52
10 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 91.73 88.41 91.46 90.65 90.59 91.43 92.59 92.05 90.97 90.99 92.64 91.47 91.29 92.14 93.33 91.59 92.38 92.11 93.53 92.47 92.38 94.36 92.28 91.61 90.97
3 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.80 91.48 90.43 92.83 91.48 90.48 90.04 92.33 91.73 92.71 94.27 90.25 90.76 91.91 91.29 91.68 92.51 91.78 92.88 93.81 92.93 93.16 92.73 93.28 93.27
6 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.58 92.02 92.36 91.26 91.85 90.84 89.55 91.52 92.51 92.60 91.66 88.42 91.36 88.93 91.81 91.18 92.04 92.02 92.46 93.08 93.75 93.92 92.71 93.76 91.81
27 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 90.74 90.56 90.65 91.91 91.92 90.65 90.52 91.68 91.80 91.37 91.29 91.14 92.37 91.39 91.53 91.27 91.88 91.38 93.16 93.62 91.92 93.02 93.04 93.55 91.85
7 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.78 92.27 92.77 92.46 92.55 90.34 91.32 91.58 92.50 93.47 91.97 90.77 91.49 91.74 91.36 91.64 90.83 93.38 92.62 93.02 92.94 92.69 92.52 93.77 90.95
28 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.68 92.68 92.78 93.61 91.83 91.77 91.25 91.13 91.87 89.58 91.71 91.53 90.74 90.56 92.35 91.20 90.24 93.69 92.36 92.41 93.09 93.10 93.06 91.93 91.98
0 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.63 90.84 91.51 91.44 90.55 91.80 91.18 91.99 93.47 90.02 91.44 90.75 91.38 92.98 90.35 89.74 92.28 90.52 91.53 92.41 91.52 94.80 92.09 92.35 91.36
26 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 93.71 91.32 91.82 92.03 92.97 91.53 91.87 91.65 89.53 93.53 92.31 91.93 91.73 92.16 91.48 90.83 93.30 92.49 93.81 93.69 92.25 92.81 93.55 93.34 93.39
36 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.84 92.27 92.92 92.16 92.59 90.59 93.01 90.12 93.21 91.67 93.06 92.61 90.43 91.62 90.85 92.13 92.27 92.68 92.46 92.14 91.60 94.19 92.68 93.20 92.05
20 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 92.73 91.45 92.50 90.84 92.49 90.38 93.66 91.11 91.68 92.19 92.61 91.34 92.96 91.77 91.23 92.70 94.52 91.49 93.28 92.13 92.63 93.32 93.79 92.12 90.80
2 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 90.52 92.60 93.34 91.82 92.11 90.38 91.20 94.88 90.11 91.39 92.88 91.16 90.93 93.11 91.93 92.33 93.51 90.69 90.73 91.14 92.38 93.88 92.13 92.19 92.17
31 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 92.50 92.11 91.99 91.95 92.32 91.70 91.26 92.28 91.78 92.73 92.32 91.10 91.48 92.19 92.28 91.81 91.25 91.30 93.46 90.52 92.38 94.76 92.52 92.38 92.60
13 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 93.61 91.53 92.48 93.07 91.30 92.65 92.43 92.30 92.40 89.90 93.79 90.34 92.69 93.44 90.57 92.18 92.66 93.61 92.24 92.11 91.99 93.50 92.23 93.52 92.93
1 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.53 92.11 90.73 94.32 92.02 91.84 92.81 90.75 91.55 92.62 93.54 91.79 91.40 92.30 93.82 92.47 90.79 92.33 91.90 92.96 93.54 93.22 92.27 94.09 92.17
32 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 92.82 92.19 92.39 92.80 92.30 91.25 92.34 94.33 92.12 92.11 90.11 89.67 89.70 93.15 91.39 91.14 92.74 91.80 93.07 93.44 93.46 92.96 92.51 94.85 91.60
5 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 93.84 93.26 92.88 90.22 91.49 92.27 91.99 91.87 91.50 92.60 94.00 89.30 93.86 91.97 93.42 93.75 91.06 92.65 93.19 92.94 91.32 94.11 93.41 90.60 92.37
18 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 92.19 93.68 92.84 91.89 92.88 93.33 90.96 91.55 91.33 91.38 93.21 91.57 92.30 91.21 91.11 91.93 92.86 92.69 91.62 91.51 93.07 92.35 94.04 92.42 91.36
19 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.86 91.07 93.96 91.67 92.52 93.27 91.33 93.29 90.91 92.79 91.75 91.50 91.57 93.39 90.76 92.21 92.84 91.59 93.93 94.45 92.75 93.31 92.41 93.70 91.10
15 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 92.24 88.67 93.39 91.27 92.17 91.76 91.25 91.91 91.76 93.37 91.49 92.06 93.82 92.69 90.23 92.91 91.94 91.97 93.00 93.94 94.14 93.57 93.28 92.89 92.30
4 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.59 92.22 93.07 90.92 92.88 92.41 90.63 91.07 90.27 91.28 90.75 91.79 91.96 92.33 92.82 93.23 93.50 93.25 93.55 92.86 92.81 94.01 92.65 92.32 92.95
30 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 90.24 92.67 92.27 92.16 92.73 91.01 91.49 90.30 91.13 91.38 92.43 90.31 90.80 92.38 92.54 92.20 93.05 91.61 93.57 93.20 93.51 94.27 93.02 93.54 92.16
22 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.52 91.45 93.03 90.65 91.32 92.54 92.93 93.89 92.27 92.60 92.17 89.17 92.75 90.96 92.51 92.81 92.78 95.03 91.50 92.84 92.07 93.86 92.49 93.63 90.61 
Size of the test data:  (38, 33)

Difference

Code 
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):   
   diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)

html_table = diff.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

# 
# show(diff)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 negative_count
677 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.56 3.84 2.71 1.54 1.67 -1.12 3.75 -0.30 2.31 2.77 2.44 0.19 -0.47 -0.62 0.80 0.99 1.85 2.98 2.24 1.07 3.47 1.76 2.63 2.82 3.75 4
558 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.78 1.05 2.25 0.18 1.13 1.10 -0.51 2.16 1.04 1.67 0.05 -2.13 1.60 -0.09 -0.36 0.90 3.36 0.37 1.96 1.18 1.44 3.48 3.38 1.55 1.27 4
497 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.22 -0.71 1.02 0.18 3.90 -0.03 0.19 0.83 0.77 0.79 0.31 0.49 1.44 2.13 1.53 -1.11 3.36 0.27 2.41 1.89 1.12 1.86 3.92 -1.41 2.90 4
376 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -1.04 2.81 1.52 0.85 1.26 2.37 1.09 -0.26 0.54 3.38 2.37 -0.39 0.55 1.89 1.61 3.55 1.74 3.45 2.51 2.67 2.69 2.59 1.54 1.98 4.29 3
379 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.32 0.16 0.54 1.49 0.26 1.95 0.74 1.52 -0.67 2.78 1.48 -0.66 -0.28 3.92 0.15 0.79 3.15 0.24 2.84 0.84 1.17 0.03 1.78 4.33 0.45 3
679 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.26 0.97 3.74 0.60 -0.15 0.08 2.94 1.69 3.19 0.72 0.75 -0.66 1.29 2.22 0.72 2.27 2.97 1.88 3.05 2.87 0.70 1.61 3.55 -0.44 2.11 3
578 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.15 2.60 0.55 2.99 1.49 -0.11 0.71 1.61 1.33 4.35 3.47 -0.27 0.97 1.10 2.18 0.12 3.65 1.21 1.90 4.74 1.84 4.62 2.97 4.18 1.92 3
676 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.43 0.68 0.86 -0.11 0.36 0.18 1.46 0.66 0.95 0.43 0.77 1.48 0.90 0.41 1.52 0.13 1.99 2.18 0.23 1.16 0.11 2.50 2.84 2.33 -0.19 2
619 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.52 2.73 2.36 2.26 0.79 2.77 2.11 3.27 2.33 2.02 2.14 -0.86 1.64 3.21 1.02 2.53 3.36 0.70 2.79 2.12 2.59 2.56 3.74 3.57 2.38 2
579 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.17 1.89 1.00 2.23 2.47 0.64 -0.46 1.86 2.34 2.44 1.58 -0.75 1.52 1.42 3.52 1.27 1.09 0.68 3.09 1.56 4.22 4.03 2.72 2.41 1.52 2
656 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.40 1.24 3.56 2.88 3.15 0.97 2.44 3.86 2.01 2.08 -0.92 0.09 -0.23 4.06 3.36 2.71 3.09 2.06 4.25 2.80 2.66 5.38 2.95 4.82 1.54 2
418 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.63 -0.94 4.19 0.08 2.46 3.02 2.10 2.85 1.83 4.44 0.94 2.35 4.65 2.07 -0.04 2.50 2.58 2.01 3.18 4.58 3.20 3.17 2.14 2.42 2.70 2
598 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.77 2.33 3.14 3.72 1.77 2.16 2.69 2.37 1.80 -0.39 2.87 -1.26 3.26 3.81 0.77 2.60 4.02 3.19 1.44 1.58 2.00 4.80 2.90 3.65 4.18 2
559 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.19 1.48 1.02 1.20 2.87 1.83 0.39 0.66 1.20 1.70 0.88 -0.97 0.47 0.84 0.25 1.99 2.84 1.34 3.24 3.77 0.93 3.15 2.94 1.49 -0.56 2
459 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.36 2.88 2.36 1.11 3.31 -0.03 0.58 4.77 1.73 2.45 1.50 1.50 -0.69 4.23 1.24 2.04 4.21 1.46 0.40 2.14 1.52 4.37 1.88 1.51 1.42 2
577 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.13 -0.71 2.01 1.71 -0.25 1.59 2.51 1.62 1.97 1.12 2.44 1.12 0.71 0.78 4.23 0.59 2.69 2.27 2.81 3.13 3.00 4.73 1.67 3.20 0.63 2
456 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.41 2.09 3.68 1.42 2.33 0.37 3.19 1.17 3.96 2.41 1.66 2.05 -0.28 1.98 1.74 1.86 4.24 3.14 1.44 2.41 1.47 5.23 4.19 3.89 2.63 1
556 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.19 1.39 2.85 0.90 2.78 0.18 3.01 2.42 1.52 0.31 0.91 0.53 0.33 2.69 2.11 1.35 1.22 1.67 -0.11 2.18 0.54 0.94 3.67 1.99 2.63 1
658 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.03 1.82 3.14 1.01 2.49 3.21 2.35 1.30 2.07 3.46 3.06 -0.40 3.48 1.89 2.96 3.16 0.85 1.75 3.74 1.10 2.92 3.81 3.06 2.86 1.19 1
398 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.45 0.16 3.62 1.06 0.58 0.74 0.66 2.49 4.21 1.45 1.30 0.08 0.67 2.72 0.26 -0.43 3.43 0.06 0.59 2.07 0.83 4.56 2.91 1.77 1.01 1
399 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.08 0.82 3.26 2.88 3.77 1.60 1.62 1.93 -0.08 3.33 2.46 1.99 0.68 2.12 2.26 0.87 3.43 2.00 3.61 4.23 1.81 3.96 2.37 4.32 4.34 1
478 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.84 2.31 3.08 2.18 2.00 2.72 3.02 3.68 1.67 3.07 1.44 -0.97 3.56 3.42 0.70 2.16 4.46 5.29 2.00 2.37 2.61 3.00 1.98 3.33 1.55 1
397 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.23 2.04 3.08 4.64 2.86 1.50 1.07 1.73 2.48 -0.24 0.65 1.93 0.99 0.31 2.36 0.03 0.10 4.91 1.49 2.26 4.07 4.19 2.60 2.51 2.22 1
396 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.35 2.93 3.09 2.04 2.77 0.25 0.42 2.67 2.35 3.85 2.55 0.54 0.77 2.19 3.61 1.48 0.82 3.09 2.33 2.82 1.52 4.85 3.20 3.44 -0.40 1
557 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.61 1.31 0.35 1.02 0.47 1.17 2.09 -0.49 1.82 1.72 0.88 1.82 1.26 0.91 2.99 1.98 1.63 2.30 1.67 3.38 2.86 1.96 2.75 0.79 0.83 1
576 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.43 0.85 5.56 1.54 1.59 1.58 -0.09 0.27 2.41 1.82 0.65 0.46 2.55 2.37 0.40 1.98 0.13 0.65 3.89 2.67 3.08 3.85 2.93 2.47 3.49 1
438 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.56 3.12 1.79 0.64 1.54 2.59 1.60 1.28 3.59 3.71 0.08 -1.68 0.40 0.81 2.04 1.59 2.92 2.26 4.00 3.92 0.04 3.44 2.34 2.15 3.21 1
377 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.15 1.31 2.32 0.65 2.99 1.09 1.99 1.46 0.71 2.03 1.90 0.13 0.33 3.18 1.47 -0.69 0.90 1.32 2.54 0.78 1.48 1.64 2.11 1.91 0.21 1
618 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.12 0.51 0.13 2.29 1.87 0.79 1.30 0.51 0.94 2.36 0.43 -1.72 0.74 2.53 1.80 0.98 3.20 3.60 1.09 5.01 2.85 4.85 2.24 3.77 4.12 1
458 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.53 1.75 3.21 0.56 3.77 0.92 4.10 0.75 1.62 2.62 2.39 1.04 2.56 2.77 1.87 1.99 3.76 2.16 2.65 2.35 2.71 4.16 4.48 2.75 0.67 0
596 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.96 3.62 2.35 1.90 3.98 1.85 1.54 2.49 1.56 3.83 2.44 0.68 2.19 3.31 1.85 2.63 1.12 0.27 2.98 0.36 0.60 5.17 2.75 2.55 3.13 0
599 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.23 1.55 1.60 4.61 1.87 1.31 3.04 0.72 2.02 3.50 2.21 0.80 1.25 2.08 4.42 2.87 1.03 1.72 1.56 2.24 3.41 3.89 1.97 3.84 1.85 0
378 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.09 1.91 1.74 1.49 0.41 0.96 1.42 1.39 1.70 1.72 1.06 1.50 0.25 0.77 3.71 0.76 1.40 2.29 3.46 3.14 2.67 4.05 1.26 3.34 2.12 0
659 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.49 3.43 3.94 2.26 3.90 1.88 2.99 3.63 2.40 2.00 1.23 1.97 1.89 1.96 0.49 1.79 4.15 2.81 1.17 0.53 1.55 2.75 4.11 0.77 2.56 0
416 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.13 1.25 3.82 1.61 3.67 3.58 1.70 3.85 0.33 4.43 1.16 0.88 1.06 2.51 2.10 2.92 2.79 1.97 3.30 5.03 1.95 3.46 4.62 3.93 1.27 0
419 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.70 2.82 2.77 1.53 4.04 0.92 0.31 1.41 1.08 2.27 0.95 0.50 2.11 2.78 4.49 3.70 3.30 2.93 2.21 1.95 1.64 3.44 3.76 2.64 3.30 0
477 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.87 1.82 3.24 1.32 3.82 0.34 1.56 0.21 0.91 1.75 2.15 0.02 2.07 2.27 3.21 2.85 4.31 1.79 3.62 3.63 4.25 3.98 3.47 4.08 2.51 0
637 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.64 1.58 1.62 2.75 2.36 0.49 1.27 1.30 2.73 1.08 1.76 0.52 3.02 2.56 2.02 0.66 3.20 1.11 4.13 3.08 1.49 2.05 3.18 2.73 1.56 0

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_11 90.475000 0.651006
mAP_valid_abs_values_12 90.322632 0.679088
mAP_valid_abs_values_6 90.255263 0.729242
mAP_valid_abs_values_19 90.246053 0.658990
mAP_valid_abs_values_22 90.198421 0.851433
mAP_valid_abs_values_16 90.091053 0.617601
mAP_valid_abs_values_13 90.089211 0.725971
mAP_valid_abs_values_18 90.016053 0.614270
mAP_valid_abs_values_21 89.993421 0.786921
mAP_valid_abs_values_2 89.975789 0.778271
mAP_valid_abs_values_4 89.899474 0.665960
mAP_valid_abs_values_7 89.834474 0.759245
mAP_valid_abs_values_8 89.822368 0.674202
mAP_valid_abs_values_9 89.727895 0.738553
mAP_valid_abs_values_25 89.663421 0.953331
mAP_valid_abs_values_14 89.647368 0.862334
mAP_valid_abs_values_5 89.637632 0.839216
mAP_valid_abs_values_17 89.598684 0.756665
mAP_valid_abs_values_26 89.580263 0.890091
mAP_valid_abs_values_24 89.546053 0.892702
mAP_valid_abs_values_23 89.542895 0.908741
mAP_valid_abs_values_10 89.525526 0.712979
mAP_valid_abs_values_15 89.449737 0.862340
mAP_valid_abs_values_3 89.446316 0.765744
mAP_valid_abs_values 89.388947 0.799553


We then apply the hyperparameters to the test set and average the results.

Code 
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 92.960526 1.190718
mAP_test_abs_values_19 92.659211 1.028161
mAP_test_abs_values_21 92.509474 0.949577
mAP_test_abs_values_24 92.427632 0.781009
mAP_test_abs_values_25 92.301316 1.352016
mAP_test_abs_values_22 92.277632 0.868358
mAP_test_abs_values_17 92.186579 0.945002
mAP_test_abs_values_18 91.999737 1.105146
mAP_test_abs_values_11 91.958947 1.114120
mAP_test_abs_values_3 91.895526 1.139748
average_map 91.827579 0.448239
mAP_test_abs_values_5 91.804737 0.991013
mAP_test_abs_values_10 91.768421 1.171519
mAP_test_abs_values_14 91.739737 1.055427
mAP_test_abs_values_16 91.679474 1.041519
mAP_test_abs_values_2 91.625526 1.215663
mAP_test_abs_values_26 91.588421 1.145026
mAP_test_abs_values_4 91.562895 1.038707
mAP_test_abs_values_8 91.541842 1.270616
mAP_test_abs_values_6 91.502895 1.019992
mAP_test_abs_values_7 91.489474 1.170297
mAP_test_abs_values_9 91.482368 1.095108
mAP_test_abs_values_13 91.384211 1.038930
mAP_test_abs_values 91.378421 1.413370
mAP_test_abs_values_15 91.327632 1.156935
mAP_test_abs_values_12 90.636842 1.031019
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
556 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.01 90.31 88.43 89.38 89.31 91.60 90.89 89.11 88.88 91.04 89.69 89.04 90.70 88.71 89.27 90.42 89.88 90.28 89.14 89.55 90.64 90.16 89.29 90.50 90.07
557 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.41 89.28 89.66 89.80 89.73 90.01 88.53 89.54 89.99 89.56 90.96 90.51 90.28 89.91 89.57 89.14 88.90 90.28 91.32 89.77 90.72 90.41 89.24 89.94 90.39
558 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.31 89.54 89.46 90.68 90.59 90.75 90.12 89.24 90.65 88.14 90.60 90.92 89.95 89.72 90.99 90.18 89.91 89.39 90.97 90.53 90.60 88.26 89.90 88.99 88.30
559 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.96 90.77 90.23 90.32 88.92 90.59 89.82 88.99 91.56 89.13 90.11 90.81 90.73 90.14 88.58 90.18 89.11 90.35 90.57 89.58 89.90 88.90 89.52 89.22 89.59
619 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.58 89.75 89.99 89.98 89.69 90.35 88.07 90.53 90.16 91.20 90.63 90.52 91.14 89.26 89.53 89.76 89.48 90.73 90.47 89.61 89.23 90.65 88.32 87.96 88.31
677 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.22 89.48 89.28 91.14 90.42 91.70 89.60 90.16 89.98 89.79 89.54 90.81 91.27 90.45 88.31 90.37 90.82 89.05 89.76 91.04 88.56 88.38 87.39 87.98 88.47
377 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.93 91.14 88.00 89.37 90.55 89.44 88.91 90.43 89.62 89.93 90.88 90.65 88.63 88.78 89.22 89.44 90.59 90.30 90.41 90.81 90.49 90.22 88.95 89.04 88.29
379 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.22 89.84 90.69 90.72 90.47 91.43 90.88 88.90 88.78 88.50 90.81 89.96 90.70 88.83 89.35 90.18 89.90 89.84 90.29 89.83 90.62 89.59 89.34 87.91 89.09
438 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.96 90.54 88.74 90.12 90.76 90.14 90.29 89.78 89.01 90.34 90.91 91.52 89.40 91.16 89.55 90.18 89.40 90.51 89.20 87.77 90.47 90.16 89.87 90.87 88.27
577 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.60 89.12 89.45 88.94 90.84 89.84 90.08 90.43 89.00 89.87 90.20 90.35 90.58 91.36 89.10 91.00 89.69 89.84 90.72 89.34 89.38 89.63 90.61 88.41 90.34
578 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.95 88.88 89.88 89.84 89.99 90.59 89.33 90.72 90.40 88.36 90.80 90.52 89.79 90.81 89.11 91.56 88.86 90.57 90.98 89.07 91.09 88.54 89.76 89.10 91.35
579 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.41 90.13 91.36 89.03 89.38 90.20 90.01 89.66 90.17 90.16 90.08 89.17 89.84 87.51 88.29 89.91 90.95 91.34 89.37 91.52 89.53 89.89 89.99 91.35 90.29
396 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.43 89.34 89.68 90.42 89.78 90.09 90.90 88.91 90.15 89.62 89.42 90.23 90.72 89.55 87.75 90.16 90.01 90.29 90.29 90.20 91.42 87.84 89.32 90.33 91.35
398 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 90.18 90.68 87.89 90.38 89.97 91.06 90.52 89.50 89.26 88.57 90.14 90.67 90.71 90.26 90.09 90.17 88.85 90.46 90.94 90.34 90.69 90.24 89.18 90.58 90.35
459 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.16 89.72 90.98 90.71 88.80 90.41 90.62 90.11 88.38 88.94 91.38 89.66 91.62 88.88 90.69 90.29 89.30 89.23 90.33 89.00 90.86 89.51 90.25 90.68 90.75
599 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.30 90.56 89.13 89.71 90.15 90.53 89.77 90.03 89.53 89.12 91.33 90.99 90.15 90.22 89.40 89.60 89.76 90.61 90.34 90.72 90.13 89.33 90.30 90.25 90.32
658 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.81 91.44 89.74 89.21 89.00 89.06 89.64 90.57 89.43 89.14 90.94 89.70 90.38 90.08 90.46 90.59 90.21 90.90 89.45 91.84 88.40 90.30 90.35 87.74 91.18
659 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 88.70 90.25 88.90 89.63 88.98 91.45 87.97 87.92 88.93 89.38 91.98 89.60 90.41 89.25 90.62 90.14 88.71 89.88 90.45 90.98 91.52 89.60 89.93 91.65 88.80
416 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.73 89.82 90.14 90.06 88.85 89.69 89.63 89.44 90.58 88.36 90.59 90.62 90.51 90.88 88.66 89.29 90.05 89.62 90.63 89.42 90.80 89.85 87.79 89.77 89.83
418 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.61 89.61 89.20 91.19 89.71 88.74 89.15 89.06 89.93 88.93 90.55 89.71 89.17 90.62 90.27 90.41 89.36 89.96 89.82 89.36 90.94 90.40 91.14 90.47 89.60
419 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.89 89.40 90.30 89.39 88.84 91.49 90.32 89.66 89.19 89.01 89.80 91.29 89.85 89.55 88.33 89.53 90.20 90.32 91.34 90.91 91.17 90.57 88.89 89.68 89.65 
Size of the All data:  (144, 28)
Size of the Sig data:  (21, 33)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
17 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.20 91.70 91.28 90.28 92.09 91.78 93.90 91.53 90.40 91.35 90.60 89.57 91.03 91.40 91.38 91.77 91.10 91.95 89.03 91.73 91.18 91.10 92.96 92.49 92.70
9 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 93.02 90.59 90.01 90.82 90.20 91.18 90.62 89.05 91.81 91.28 91.84 92.33 91.54 90.82 92.56 91.12 90.53 92.58 92.99 93.15 93.58 92.37 91.99 90.73 91.22
12 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.09 90.59 91.71 90.86 91.72 91.85 89.61 91.40 91.69 89.81 90.65 88.79 91.55 89.63 90.63 91.08 93.27 89.76 92.93 91.71 92.04 91.74 93.28 90.54 89.57
11 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 92.15 92.25 91.25 91.52 91.79 92.42 90.21 89.65 92.76 90.83 90.99 89.84 91.20 90.98 88.83 92.17 91.95 91.69 93.81 93.35 90.83 92.05 92.46 90.71 89.03
18 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.06 92.48 92.35 92.24 90.48 93.12 90.18 93.80 92.49 93.22 92.77 89.66 92.78 92.47 90.55 92.29 92.84 91.43 93.26 91.73 91.82 93.21 92.06 91.53 90.69
19 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 91.78 93.32 91.99 92.68 92.09 90.58 93.35 89.86 92.29 92.56 91.98 91.00 90.80 89.83 89.11 91.36 92.67 92.03 92.00 92.11 92.03 90.14 90.02 90.80 92.22
20 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.08 92.45 90.32 90.02 93.54 90.53 90.90 91.89 90.33 91.96 92.78 90.78 88.96 91.96 90.69 88.75 91.49 91.62 92.95 91.59 91.97 91.86 91.06 90.95 88.50
14 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.54 90.00 91.23 92.21 90.73 93.38 91.62 90.42 88.11 91.28 92.29 89.30 90.42 92.75 89.50 90.97 93.05 90.08 93.13 90.67 91.79 89.62 91.12 92.24 89.54
8 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 90.52 93.66 90.53 90.76 92.30 92.73 91.89 91.06 92.60 94.05 90.99 89.84 89.80 91.97 91.59 91.77 92.32 92.77 93.20 91.69 90.51 93.60 92.21 93.02 91.48
10 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 91.73 88.41 91.46 90.65 90.59 91.43 92.59 92.05 90.97 90.99 92.64 91.47 91.29 92.14 93.33 91.59 92.38 92.11 93.53 92.47 92.38 94.36 92.28 91.61 90.97
3 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.80 91.48 90.43 92.83 91.48 90.48 90.04 92.33 91.73 92.71 94.27 90.25 90.76 91.91 91.29 91.68 92.51 91.78 92.88 93.81 92.93 93.16 92.73 93.28 93.27
6 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.58 92.02 92.36 91.26 91.85 90.84 89.55 91.52 92.51 92.60 91.66 88.42 91.36 88.93 91.81 91.18 92.04 92.02 92.46 93.08 93.75 93.92 92.71 93.76 91.81
7 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.78 92.27 92.77 92.46 92.55 90.34 91.32 91.58 92.50 93.47 91.97 90.77 91.49 91.74 91.36 91.64 90.83 93.38 92.62 93.02 92.94 92.69 92.52 93.77 90.95
0 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.63 90.84 91.51 91.44 90.55 91.80 91.18 91.99 93.47 90.02 91.44 90.75 91.38 92.98 90.35 89.74 92.28 90.52 91.53 92.41 91.52 94.80 92.09 92.35 91.36
2 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 90.52 92.60 93.34 91.82 92.11 90.38 91.20 94.88 90.11 91.39 92.88 91.16 90.93 93.11 91.93 92.33 93.51 90.69 90.73 91.14 92.38 93.88 92.13 92.19 92.17
1 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.53 92.11 90.73 94.32 92.02 91.84 92.81 90.75 91.55 92.62 93.54 91.79 91.40 92.30 93.82 92.47 90.79 92.33 91.90 92.96 93.54 93.22 92.27 94.09 92.17
5 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 93.84 93.26 92.88 90.22 91.49 92.27 91.99 91.87 91.50 92.60 94.00 89.30 93.86 91.97 93.42 93.75 91.06 92.65 93.19 92.94 91.32 94.11 93.41 90.60 92.37
15 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 92.19 93.68 92.84 91.89 92.88 93.33 90.96 91.55 91.33 91.38 93.21 91.57 92.30 91.21 91.11 91.93 92.86 92.69 91.62 91.51 93.07 92.35 94.04 92.42 91.36
16 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.86 91.07 93.96 91.67 92.52 93.27 91.33 93.29 90.91 92.79 91.75 91.50 91.57 93.39 90.76 92.21 92.84 91.59 93.93 94.45 92.75 93.31 92.41 93.70 91.10
13 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 92.24 88.67 93.39 91.27 92.17 91.76 91.25 91.91 91.76 93.37 91.49 92.06 93.82 92.69 90.23 92.91 91.94 91.97 93.00 93.94 94.14 93.57 93.28 92.89 92.30
4 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.59 92.22 93.07 90.92 92.88 92.41 90.63 91.07 90.27 91.28 90.75 91.79 91.96 92.33 92.82 93.23 93.50 93.25 93.55 92.86 92.81 94.01 92.65 92.32 92.95 
Size of the test data:  (21, 33)

Difference

Code 
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):   
   diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)

diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)


html_table = diff_mw.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 negative_count
558 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.78 1.05 2.25 0.18 1.13 1.10 -0.51 2.16 1.04 1.67 0.05 -2.13 1.60 -0.09 -0.36 0.90 3.36 0.37 1.96 1.18 1.44 3.48 3.38 1.55 1.27 4
677 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.56 3.84 2.71 1.54 1.67 -1.12 3.75 -0.30 2.31 2.77 2.44 0.19 -0.47 -0.62 0.80 0.99 1.85 2.98 2.24 1.07 3.47 1.76 2.63 2.82 3.75 4
578 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.15 2.60 0.55 2.99 1.49 -0.11 0.71 1.61 1.33 4.35 3.47 -0.27 0.97 1.10 2.18 0.12 3.65 1.21 1.90 4.74 1.84 4.62 2.97 4.18 1.92 3
379 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.32 0.16 0.54 1.49 0.26 1.95 0.74 1.52 -0.67 2.78 1.48 -0.66 -0.28 3.92 0.15 0.79 3.15 0.24 2.84 0.84 1.17 0.03 1.78 4.33 0.45 3
559 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.19 1.48 1.02 1.20 2.87 1.83 0.39 0.66 1.20 1.70 0.88 -0.97 0.47 0.84 0.25 1.99 2.84 1.34 3.24 3.77 0.93 3.15 2.94 1.49 -0.56 2
619 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.52 2.73 2.36 2.26 0.79 2.77 2.11 3.27 2.33 2.02 2.14 -0.86 1.64 3.21 1.02 2.53 3.36 0.70 2.79 2.12 2.59 2.56 3.74 3.57 2.38 2
418 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.63 -0.94 4.19 0.08 2.46 3.02 2.10 2.85 1.83 4.44 0.94 2.35 4.65 2.07 -0.04 2.50 2.58 2.01 3.18 4.58 3.20 3.17 2.14 2.42 2.70 2
577 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.13 -0.71 2.01 1.71 -0.25 1.59 2.51 1.62 1.97 1.12 2.44 1.12 0.71 0.78 4.23 0.59 2.69 2.27 2.81 3.13 3.00 4.73 1.67 3.20 0.63 2
459 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.36 2.88 2.36 1.11 3.31 -0.03 0.58 4.77 1.73 2.45 1.50 1.50 -0.69 4.23 1.24 2.04 4.21 1.46 0.40 2.14 1.52 4.37 1.88 1.51 1.42 2
579 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.17 1.89 1.00 2.23 2.47 0.64 -0.46 1.86 2.34 2.44 1.58 -0.75 1.52 1.42 3.52 1.27 1.09 0.68 3.09 1.56 4.22 4.03 2.72 2.41 1.52 2
398 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.45 0.16 3.62 1.06 0.58 0.74 0.66 2.49 4.21 1.45 1.30 0.08 0.67 2.72 0.26 -0.43 3.43 0.06 0.59 2.07 0.83 4.56 2.91 1.77 1.01 1
658 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.03 1.82 3.14 1.01 2.49 3.21 2.35 1.30 2.07 3.46 3.06 -0.40 3.48 1.89 2.96 3.16 0.85 1.75 3.74 1.10 2.92 3.81 3.06 2.86 1.19 1
556 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.19 1.39 2.85 0.90 2.78 0.18 3.01 2.42 1.52 0.31 0.91 0.53 0.33 2.69 2.11 1.35 1.22 1.67 -0.11 2.18 0.54 0.94 3.67 1.99 2.63 1
396 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.35 2.93 3.09 2.04 2.77 0.25 0.42 2.67 2.35 3.85 2.55 0.54 0.77 2.19 3.61 1.48 0.82 3.09 2.33 2.82 1.52 4.85 3.20 3.44 -0.40 1
557 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.61 1.31 0.35 1.02 0.47 1.17 2.09 -0.49 1.82 1.72 0.88 1.82 1.26 0.91 2.99 1.98 1.63 2.30 1.67 3.38 2.86 1.96 2.75 0.79 0.83 1
438 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.56 3.12 1.79 0.64 1.54 2.59 1.60 1.28 3.59 3.71 0.08 -1.68 0.40 0.81 2.04 1.59 2.92 2.26 4.00 3.92 0.04 3.44 2.34 2.15 3.21 1
377 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.15 1.31 2.32 0.65 2.99 1.09 1.99 1.46 0.71 2.03 1.90 0.13 0.33 3.18 1.47 -0.69 0.90 1.32 2.54 0.78 1.48 1.64 2.11 1.91 0.21 1
599 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.23 1.55 1.60 4.61 1.87 1.31 3.04 0.72 2.02 3.50 2.21 0.80 1.25 2.08 4.42 2.87 1.03 1.72 1.56 2.24 3.41 3.89 1.97 3.84 1.85 0
659 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.49 3.43 3.94 2.26 3.90 1.88 2.99 3.63 2.40 2.00 1.23 1.97 1.89 1.96 0.49 1.79 4.15 2.81 1.17 0.53 1.55 2.75 4.11 0.77 2.56 0
416 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.13 1.25 3.82 1.61 3.67 3.58 1.70 3.85 0.33 4.43 1.16 0.88 1.06 2.51 2.10 2.92 2.79 1.97 3.30 5.03 1.95 3.46 4.62 3.93 1.27 0
419 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.70 2.82 2.77 1.53 4.04 0.92 0.31 1.41 1.08 2.27 0.95 0.50 2.11 2.78 4.49 3.70 3.30 2.93 2.21 1.95 1.64 3.44 3.76 2.64 3.30 0 
Are the keys of the valid and test dfs same?:  False

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_11 90.540000 0.645895
mAP_valid_abs_values_6 90.436190 0.829159
mAP_valid_abs_values_12 90.345238 0.667238
mAP_valid_abs_values_22 90.340952 0.871033
mAP_valid_abs_values_19 90.323333 0.652720
mAP_valid_abs_values_13 90.310952 0.709654
mAP_valid_abs_values_18 90.178571 0.560020
mAP_valid_abs_values_16 90.119048 0.559338
mAP_valid_abs_values_21 90.056667 0.968036
mAP_valid_abs_values_4 90.000952 0.662223
mAP_valid_abs_values_2 89.980952 0.684740
mAP_valid_abs_values_14 89.806190 0.952452
mAP_valid_abs_values_7 89.764286 0.864578
mAP_valid_abs_values_5 89.749048 0.689528
mAP_valid_abs_values_26 89.742381 1.037771
mAP_valid_abs_values_17 89.711429 0.642863
mAP_valid_abs_values_9 89.694286 0.770010
mAP_valid_abs_values_8 89.651905 0.708545
mAP_valid_abs_values_23 89.639524 0.819808
mAP_valid_abs_values_25 89.639048 1.178384
mAP_valid_abs_values_3 89.577619 0.900727
mAP_valid_abs_values 89.493810 0.677919
mAP_valid_abs_values_24 89.491905 0.904172
mAP_valid_abs_values_15 89.387619 0.889825
mAP_valid_abs_values_10 89.385238 0.841657


We then apply the hyperparameters to the test set and average the results.

Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 92.791548 1.292464
mAP_test_abs_values_19 92.719048 1.108456
mAP_test_abs_values_21 92.595357 0.904308
mAP_test_abs_values_24 92.487976 0.767419
mAP_test_abs_values_22 92.343214 0.948967
mAP_test_abs_values_25 92.180119 1.169856
mAP_test_abs_values_17 92.016190 0.926755
mAP_test_abs_values_3 91.952381 1.135170
mAP_test_abs_values_18 91.926190 0.937518
mAP_test_abs_values_11 91.905119 1.093759
average_map 91.784390 0.442096
mAP_test_abs_values_5 91.714643 0.923978
mAP_test_abs_values_14 91.691310 1.090858
mAP_test_abs_values_10 91.612381 1.217474
mAP_test_abs_values_16 91.608333 1.010406
mAP_test_abs_values_2 91.596667 1.287704
mAP_test_abs_values_6 91.565476 1.013484
mAP_test_abs_values_26 91.494881 1.276478
mAP_test_abs_values_8 91.474048 1.151984
mAP_test_abs_values_13 91.447500 0.995739
mAP_test_abs_values 91.400595 1.454766
mAP_test_abs_values_4 91.376071 0.936083
mAP_test_abs_values_7 91.368571 1.076443
mAP_test_abs_values_9 91.311071 1.131526
mAP_test_abs_values_15 91.262857 1.181040
mAP_test_abs_values_12 90.768214 1.207256


Summary using radar plot

Code 
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test1['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid1['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "T-Test",
        'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range1.min()), round(data_range1.max()) + 1]
    )),
  showlegend=True
)

fig.show()

##############


res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")

data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))

categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test2['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid2['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "MU-Test",
         'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range2.min()), round(data_range2.max()) + 1]
    )),
  showlegend=True
)

fig.show()




The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
4 372 16 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 76.81 86.83 85.74 86.59 85.89 87.40 86.99 85.96 85.09 87.57 87.76 89.02 85.60 84.97 87.39 84.07 87.41 87.17 87.28 75.83 88.30 88.08 86.72 75.28 83.69
5 372 16 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 84.79 42.66 86.44 87.22 85.38 86.98 87.71 88.38 87.38 42.66 88.76 87.38 88.76 86.65 84.88 90.81 88.43 88.71 87.03 88.69 87.15 88.50 87.71 88.35 73.50
6 372 16 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.53 87.15 83.56 85.19 76.63 85.49 86.19 88.88 86.61 86.92 90.45 88.25 86.27 89.57 89.38 88.88 86.24 87.83 89.48 88.33 87.15 87.43 87.16 87.42 72.73
7 372 16 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 86.90 79.28 86.62 85.30 83.63 88.21 88.11 86.14 87.21 86.54 89.86 90.41 87.30 88.95 87.54 89.92 88.30 87.24 89.37 87.83 73.92 87.63 88.80 79.01 86.30
24 372 16 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 87.73 86.07 85.11 87.46 74.43 90.07 88.00 85.87 85.75 87.98 87.49 91.00 87.46 90.03 79.23 87.69 87.08 86.04 89.12 88.22 87.90 84.08 86.67 87.52 74.22
25 372 16 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 86.39 89.13 85.19 84.70 86.48 87.97 86.07 42.66 87.75 86.18 90.49 87.17 87.09 86.08 87.04 87.81 88.04 89.00 87.64 75.20 88.80 88.97 87.35 88.37 86.02
26 372 16 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 83.61 87.75 86.01 79.09 88.49 89.67 85.60 87.04 89.68 86.97 90.60 86.18 87.70 87.07 88.43 88.71 89.49 87.69 42.66 87.93 87.46 72.56 85.83 85.20 87.21
27 372 16 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 87.00 85.52 87.56 87.97 87.32 88.52 89.09 88.13 86.24 86.71 89.34 91.15 87.59 89.55 90.45 88.77 88.55 87.76 87.21 87.66 88.78 88.23 87.99 88.00 87.91
44 372 16 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 86.10 85.01 86.57 76.14 84.82 88.06 86.78 78.57 85.90 87.95 91.95 90.70 87.33 86.18 87.65 85.41 86.87 89.42 88.08 87.94 87.24 89.03 88.34 81.16 89.31
45 372 16 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 86.29 84.28 86.83 87.23 86.73 90.79 86.02 89.60 88.82 88.68 88.48 89.63 87.08 87.08 88.05 88.59 89.46 88.71 88.62 87.84 89.29 88.56 89.23 89.19 86.83
46 372 16 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 86.43 87.88 84.51 87.26 86.63 87.85 86.70 87.73 88.73 86.00 88.60 92.22 87.69 89.16 89.36 88.56 86.40 87.68 88.69 87.40 84.03 88.39 86.59 89.06 89.21
47 372 16 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 85.59 85.91 87.46 87.14 87.03 90.76 86.29 89.10 88.68 87.07 88.02 87.49 88.21 86.64 90.77 88.32 89.55 88.15 87.68 89.28 89.20 85.76 87.90 90.27 75.40
64 372 16 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 73.14 64.77 73.77 42.66 64.38 74.07 73.81 64.07 65.27 74.69 75.60 56.19 73.53 64.40 63.23 73.89 64.39 75.35 75.15 64.03 65.30 73.07 64.47 64.40 64.84
65 372 16 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 74.10 73.95 65.33 72.98 74.11 69.55 74.73 64.59 73.00 74.88 74.40 74.67 69.85 74.47 63.07 71.09 63.20 74.79 74.94 62.64 63.67 55.51 63.84 64.04 64.49
66 372 16 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 73.32 64.59 73.98 74.08 73.99 74.65 73.34 64.07 73.51 73.81 75.50 74.66 74.64 63.59 62.55 73.39 74.96 69.91 73.76 62.52 64.32 62.95 62.99 63.78 64.18
67 372 16 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 73.14 64.84 72.63 64.84 73.31 55.73 73.09 74.18 74.32 65.14 74.93 74.64 70.22 74.78 63.43 85.52 63.58 74.73 64.25 63.56 64.64 73.90 64.45 65.14 64.70
84 372 16 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 73.72 64.09 73.90 64.45 74.24 75.43 74.45 64.31 73.80 64.43 74.60 74.41 74.37 63.55 62.88 84.93 63.90 75.09 70.95 62.87 63.09 62.92 64.92 63.31 63.92
85 372 16 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 73.84 73.58 73.13 63.99 74.56 74.20 73.88 75.16 74.17 74.92 73.88 63.22 74.49 75.16 42.66 73.56 62.68 74.93 74.15 62.33 64.38 63.83 64.06 64.53 63.80
86 372 16 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 68.85 74.13 73.01 64.54 73.88 74.10 73.38 73.88 74.63 75.18 75.67 63.82 74.40 74.39 64.04 73.88 55.53 75.13 76.16 73.90 65.01 73.42 64.56 64.71 63.99
87 372 16 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 74.04 64.52 73.25 74.12 74.27 74.69 73.62 63.87 74.79 74.85 74.42 74.65 74.90 74.62 75.61 74.64 74.91 75.00 74.86 64.12 64.17 63.37 63.85 63.67 64.22
104 372 16 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 74.41 75.15 73.90 73.88 64.81 86.52 75.12 64.30 74.14 74.35 62.53 75.09 74.35 74.05 63.44 63.63 74.32 75.67 75.14 63.76 63.16 63.12 63.72 63.92 63.84
105 372 16 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 73.91 64.81 74.60 64.96 68.33 84.86 74.43 63.11 73.69 86.58 75.45 63.23 73.59 75.20 64.07 70.19 74.79 74.16 75.88 63.55 62.31 62.21 63.69 62.98 64.01
106 372 16 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 72.63 63.62 73.82 65.31 64.09 74.59 74.10 75.12 73.93 74.40 75.34 63.44 68.98 69.57 75.25 63.33 63.30 74.12 63.69 63.69 62.84 72.14 63.74 63.42 63.12
107 372 16 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 73.63 64.18 72.82 64.65 74.09 74.14 74.93 74.62 75.48 73.84 74.42 75.19 75.19 64.31 64.31 73.90 63.65 64.07 62.94 64.24 63.31 64.52 64.31 62.71 63.57
124 372 16 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 72.42 64.90 73.82 65.04 73.56 73.39 73.10 64.66 74.87 74.19 74.61 74.91 74.35 74.85 64.32 74.71 74.33 74.98 74.38 63.58 64.45 73.74 64.76 64.46 65.70
125 372 16 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 73.85 64.79 72.93 63.37 73.86 74.92 69.15 64.52 74.41 74.29 75.13 63.27 75.14 74.83 63.50 74.60 74.60 73.93 75.08 73.42 63.28 64.49 64.76 64.36 64.29
126 372 16 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 73.81 73.56 65.33 65.13 64.34 74.95 74.12 65.31 74.13 65.06 74.80 75.69 73.87 74.55 64.48 74.46 74.38 74.64 75.17 63.84 64.22 64.72 64.09 64.50 65.01
127 372 16 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 72.92 65.76 71.83 64.55 64.57 74.85 73.12 74.37 74.36 56.36 63.67 63.21 74.70 63.10 64.07 75.15 63.55 74.89 64.13 64.00 64.57 63.59 65.47 63.75 64.68
144 372 16 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 73.91 65.18 42.66 73.93 73.13 63.34 72.61 64.56 72.80 69.71 74.35 64.04 75.70 64.08 63.21 74.63 69.12 74.72 74.89 63.30 63.35 64.82 63.84 64.97 85.15
145 372 16 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 74.10 65.80 72.88 65.03 73.38 64.00 73.07 74.57 74.87 71.14 74.17 73.86 74.63 73.35 63.82 68.79 63.82 74.36 75.15 62.94 63.37 63.31 64.29 63.86 64.12
146 372 16 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 72.81 74.66 73.11 64.04 64.81 75.19 73.53 64.45 69.55 74.59 74.66 62.79 82.18 75.11 62.94 74.97 63.83 74.34 62.96 73.10 64.12 63.89 64.45 73.23 64.85
147 372 16 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 73.43 72.63 73.49 63.77 74.37 74.45 73.61 74.65 69.25 74.61 74.16 62.91 75.00 74.62 55.78 75.21 62.80 74.75 74.91 63.17 63.38 64.55 64.17 63.87 64.41
164 372 16 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 73.64 64.07 74.38 64.81 74.41 75.13 74.31 63.95 74.77 74.34 74.38 75.11 74.37 74.86 63.92 75.81 63.84 69.62 74.11 73.64 65.15 74.16 64.06 64.06 63.79
165 372 16 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 74.15 73.97 73.92 73.87 74.11 73.94 73.36 73.91 69.54 75.11 75.30 74.41 74.92 75.49 64.37 74.09 63.58 75.88 74.16 62.16 63.11 72.92 62.82 63.92 64.55
166 372 16 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 73.86 73.37 72.88 74.14 73.63 74.36 73.54 74.68 87.59 63.97 63.44 74.14 73.57 63.26 64.31 74.38 63.86 74.81 74.58 63.56 65.21 64.28 63.75 64.35 64.45
167 372 16 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 73.58 74.66 73.68 64.04 63.93 63.17 72.63 74.37 75.90 74.16 75.09 75.41 73.85 64.07 62.92 71.09 62.58 73.87 74.60 63.38 64.17 63.19 64.03 63.45 63.54
184 372 16 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 85.19 78.47 84.86 86.65 82.74 85.76 88.07 86.90 85.60 87.60 88.17 88.50 87.01 87.23 85.71 89.06 88.23 88.13 87.62 68.42 88.02 74.86 86.77 73.81 85.36
185 372 16 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 84.68 85.24 87.03 87.83 86.33 88.46 88.58 86.54 87.58 85.56 86.92 91.17 87.61 87.56 74.36 86.66 86.65 87.01 90.15 88.25 87.63 86.53 87.13 87.44 86.19
186 372 16 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 87.20 86.44 85.78 84.43 87.37 87.90 85.00 88.09 86.14 90.14 90.62 86.79 86.06 87.25 89.01 88.20 86.81 86.99 88.61 85.99 87.31 88.65 87.17 88.47 86.89
187 372 16 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 86.15 87.18 82.23 85.33 74.79 88.25 87.18 74.40 86.07 87.69 89.07 88.35 86.84 86.39 87.64 87.20 87.43 88.53 89.70 87.37 74.56 88.08 75.01 87.83 87.83
204 372 16 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 87.06 87.63 86.56 86.59 89.19 88.56 85.99 87.42 85.85 87.48 89.54 87.82 87.79 88.76 88.37 88.41 87.50 87.62 86.17 88.71 42.66 87.18 87.49 86.75 87.97
205 372 16 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 86.56 86.51 87.51 86.33 87.04 88.54 87.96 88.34 86.36 88.05 89.84 90.17 88.40 89.12 85.04 86.81 86.38 87.86 87.07 87.70 88.61 88.49 89.55 90.35 88.69
206 372 16 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 85.70 88.81 86.97 86.81 84.18 91.05 86.77 90.14 85.01 86.65 89.44 88.72 86.56 89.05 89.58 87.72 87.94 87.92 89.82 87.86 89.04 86.14 76.15 88.36 87.30
207 372 16 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 87.96 87.76 86.79 84.90 85.63 88.21 86.67 88.63 86.60 86.93 88.88 90.45 88.93 89.63 89.66 89.92 85.92 88.83 90.21 88.04 88.28 88.96 88.60 87.56 87.89
224 372 16 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 86.95 85.40 86.71 84.48 89.19 89.14 85.27 85.05 87.90 86.91 89.04 90.13 86.37 87.26 88.16 86.14 86.71 88.14 89.95 88.04 78.85 73.45 88.95 88.21 88.13
225 372 16 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 88.42 86.23 88.32 88.60 87.66 88.37 88.20 87.11 87.94 85.34 87.91 87.57 87.50 84.81 89.18 89.67 87.28 88.47 89.32 89.29 90.02 88.39 88.43 88.53 88.89
226 372 16 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 85.07 86.78 87.12 84.70 84.56 91.03 87.28 84.58 86.66 88.61 91.25 88.19 88.45 88.07 87.94 88.76 88.86 86.86 88.59 87.48 87.95 86.26 88.94 88.14 89.89
227 372 16 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 86.78 86.41 84.15 84.81 85.54 87.89 88.69 87.24 87.41 88.43 90.76 90.09 88.51 89.40 87.21 87.74 88.26 88.46 90.23 87.96 89.03 87.78 88.50 85.98 88.23
244 372 16 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 72.53 74.56 55.64 65.54 65.01 63.41 64.32 64.94 74.59 65.65 75.83 64.05 74.90 63.53 64.08 73.84 63.88 54.84 69.47 63.88 65.14 62.90 64.41 64.59 65.46
245 372 16 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 73.72 73.98 64.74 64.32 65.31 75.36 74.13 64.59 73.22 74.03 75.36 71.11 74.70 74.87 63.39 74.38 63.83 74.33 75.24 63.61 63.59 63.13 63.97 64.53 63.76
246 372 16 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 74.18 64.57 64.37 65.18 65.21 75.97 73.32 74.86 74.27 64.97 56.53 74.89 73.82 73.89 63.93 74.37 63.30 73.88 75.22 63.81 63.40 73.90 63.67 64.54 63.69
247 372 16 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 73.61 73.85 73.79 63.79 64.70 75.35 74.59 65.16 74.57 73.63 74.62 74.88 73.39 74.69 63.09 74.64 74.52 74.78 74.15 62.51 63.89 72.14 62.95 73.10 64.38
264 372 16 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 73.41 74.70 73.35 65.01 64.34 74.34 73.95 64.56 74.67 63.14 74.12 74.97 75.20 74.51 64.25 84.09 62.77 83.60 63.14 64.01 64.31 64.17 64.89 64.47 69.52
265 372 16 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 73.14 74.07 74.63 73.62 74.61 74.83 73.39 64.35 74.63 74.60 74.65 74.94 75.16 75.17 62.94 74.64 62.72 75.01 74.16 63.31 63.69 72.88 63.82 62.88 63.52
266 372 16 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 74.37 64.19 74.62 63.45 63.79 73.92 85.01 63.77 74.69 63.94 75.44 63.19 89.32 74.69 62.56 75.12 75.07 74.67 74.88 63.48 64.91 64.40 62.91 64.13 62.73
267 372 16 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 73.70 64.09 73.24 64.39 74.38 75.16 75.21 56.14 63.94 65.04 74.43 75.37 74.90 74.39 62.84 74.36 74.60 74.62 74.70 63.56 63.65 73.39 64.17 63.62 64.42
284 372 16 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 73.82 65.50 74.39 64.09 74.85 75.49 73.44 74.93 73.84 74.59 74.41 74.65 74.37 74.89 64.04 75.19 74.77 73.85 74.66 62.52 63.42 73.62 64.78 63.53 64.61
285 372 16 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 72.64 69.81 73.62 74.09 74.67 74.60 73.65 74.46 74.66 64.52 73.87 62.66 73.98 74.16 75.79 73.60 74.91 74.68 70.43 62.16 63.76 63.76 64.27 63.79 64.28
286 372 16 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 73.62 63.89 73.88 73.39 74.61 74.02 74.11 74.51 62.88 75.07 75.46 63.54 75.16 73.80 65.06 75.11 63.05 64.76 74.27 73.97 63.49 74.49 63.32 63.29 63.85
287 372 16 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 73.91 74.11 73.66 64.43 74.37 74.37 73.95 63.46 86.92 75.11 74.86 69.80 74.36 63.10 74.63 73.62 64.07 75.36 74.87 62.85 63.51 63.16 63.74 64.42 63.92
304 372 16 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 73.35 73.22 74.00 64.26 64.32 74.11 73.26 56.64 73.18 63.61 75.13 63.58 74.44 74.28 64.29 74.61 64.15 75.32 75.17 62.98 64.84 64.55 64.32 64.61 64.45
305 372 16 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 73.43 73.03 64.99 73.10 73.57 69.96 73.19 64.82 72.89 73.38 63.64 65.03 73.05 74.26 64.51 84.52 64.07 74.78 73.84 72.94 64.37 64.17 64.70 65.96 64.38
306 372 16 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 73.38 64.70 64.57 64.68 65.49 75.60 73.60 73.38 74.58 64.31 63.94 64.31 56.49 74.56 62.95 75.07 75.18 73.93 74.91 63.72 63.64 63.06 63.45 64.07 64.12
307 372 16 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 72.64 75.04 73.46 64.29 73.33 74.73 74.80 64.31 74.10 74.12 74.60 75.69 74.65 73.54 75.28 74.66 75.61 74.85 74.38 63.80 65.05 64.90 64.97 64.34 65.36
324 372 16 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 73.35 64.52 72.81 64.97 74.56 74.91 86.53 62.82 73.08 74.16 64.32 63.20 74.56 63.19 63.50 75.05 74.62 71.47 75.18 63.74 63.72 62.70 65.35 63.72 64.22
325 372 16 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 72.65 75.02 73.51 73.86 73.06 74.61 73.41 64.51 64.32 74.60 74.40 63.44 73.99 74.94 75.48 73.83 62.37 75.17 74.54 73.13 63.14 63.41 64.00 64.76 63.92
326 372 16 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 74.10 64.20 73.13 64.59 74.06 62.64 72.61 64.27 70.39 75.11 75.51 74.91 75.28 74.88 63.74 69.66 63.37 75.14 74.86 63.68 62.57 73.98 63.54 63.97 64.33
327 372 16 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 73.32 65.43 72.90 64.57 74.01 74.41 74.11 64.29 74.18 74.36 74.17 75.41 73.81 74.35 64.20 86.04 64.06 74.84 74.89 63.52 63.89 73.29 64.98 64.26 63.28
344 372 16 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 66.47 74.18 73.66 64.54 64.82 74.10 86.23 64.47 74.66 73.37 75.29 62.75 74.38 62.82 62.54 75.16 62.59 74.84 75.43 62.01 63.69 71.93 63.53 63.65 62.74
345 372 16 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 73.12 73.13 73.63 64.43 74.23 74.87 73.67 63.95 74.37 64.72 62.68 63.59 69.82 64.32 63.77 74.32 63.71 74.38 74.30 64.12 64.53 72.81 63.46 63.91 63.77
346 372 16 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 73.19 64.35 73.87 65.38 74.12 70.58 73.45 64.79 74.14 73.61 63.11 63.28 74.17 64.27 64.05 86.28 63.72 64.41 73.83 63.62 65.30 72.63 63.99 64.40 64.49
347 372 16 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 73.12 73.39 73.87 74.35 74.62 74.59 74.68 63.31 64.20 74.37 75.15 74.90 87.01 75.23 64.09 73.68 64.16 73.81 74.37 73.62 62.18 63.15 64.07 63.67 62.90
364 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.50 89.72 87.39 76.91 88.89 89.65 87.33 90.05 89.65 88.77 90.38 91.71 90.26 89.25 89.94 90.59 90.68 89.92 89.34 89.58 89.84 89.00 89.30 89.15 89.35
365 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.32 89.76 89.41 89.64 89.15 90.16 89.44 89.98 88.37 90.26 90.06 90.00 88.92 88.78 89.58 90.29 91.02 89.49 91.76 90.20 88.83 89.65 90.80 90.04 89.05
366 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.78 77.79 88.20 90.22 88.59 90.99 88.70 89.64 89.64 90.17 89.45 89.87 89.24 89.96 89.07 89.22 90.91 88.95 90.89 89.05 89.81 88.64 88.86 89.15 88.90
367 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.97 88.43 89.12 89.00 89.12 89.42 90.48 89.81 89.49 89.15 92.17 91.02 88.54 87.55 87.09 89.70 88.53 89.22 89.22 88.53 88.95 88.36 90.89 89.43 89.61
384 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.42 77.02 89.09 90.02 87.83 91.21 89.63 89.17 87.54 88.68 90.63 91.77 89.36 88.28 89.84 88.89 88.81 89.74 90.20 90.39 89.14 88.79 87.72 89.76 90.91
385 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 89.31 87.21 89.67 88.66 89.61 89.43 88.35 89.40 89.60 91.18 91.03 90.33 89.95 89.26 89.52 89.69 88.47 89.73 89.62 89.01 89.67 89.77 88.80 91.36 88.92
386 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.16 89.67 89.33 89.47 89.52 89.18 90.50 89.51 90.09 90.66 90.03 89.62 90.05 90.09 88.48 87.73 89.55 88.87 89.50 90.02 90.42 89.23 89.84 88.24 90.14
387 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.42 89.57 89.57 90.41 90.18 89.85 88.23 89.34 89.43 89.66 91.75 90.85 90.67 87.54 89.88 89.07 89.99 89.11 90.46 89.89 90.50 88.38 89.29 91.07 89.50
404 372 16 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.38 89.27 88.23 90.31 87.54 90.49 88.74 89.14 88.46 89.34 90.20 91.06 88.37 88.43 89.08 88.42 88.52 87.97 91.84 87.90 89.08 89.07 89.04 89.25 89.69
405 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.51 89.27 88.12 87.94 90.37 90.02 87.55 91.39 88.88 88.63 89.32 89.41 89.49 89.32 90.07 90.14 91.81 90.59 88.56 88.85 90.47 88.84 90.19 87.97 89.33
406 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.23 86.75 88.17 89.60 89.92 89.66 88.41 91.22 89.91 89.58 90.11 91.17 89.90 90.08 89.62 89.14 89.43 89.03 89.39 89.02 89.65 88.69 77.96 89.93 89.56
407 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.74 88.31 87.99 89.40 88.55 88.72 90.09 89.12 88.88 90.04 91.76 91.75 89.60 89.22 88.94 91.22 89.02 90.56 89.43 88.38 89.60 88.55 89.41 91.23 88.32
424 372 16 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 73.73 68.87 64.27 64.22 64.02 63.89 73.10 70.11 64.40 63.80 63.82 62.45 69.53 63.20 64.16 74.01 73.72 73.94 76.06 62.49 56.92 74.27 63.74 64.54 64.26
425 372 16 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 65.10 65.60 73.98 64.41 65.31 64.07 72.84 64.74 69.40 64.01 74.37 64.02 73.94 63.14 64.55 73.06 63.90 69.50 63.64 73.07 64.77 64.95 63.68 63.99 64.91
426 372 16 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 74.16 65.34 65.47 64.29 66.79 64.49 71.85 64.08 64.42 65.03 64.26 74.18 72.66 64.31 62.71 73.17 64.13 63.84 75.33 66.45 64.01 72.14 64.78 69.61 65.20
427 372 16 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 65.22 87.90 65.01 65.52 65.09 74.71 67.89 68.22 68.94 64.20 74.76 74.01 72.61 64.87 63.90 69.21 63.40 74.31 75.32 63.73 53.58 72.91 63.97 65.48 64.97
444 372 16 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 65.81 65.01 68.14 65.13 68.17 66.73 69.23 69.90 63.12 63.13 63.24 63.52 72.86 63.08 62.94 70.07 69.19 68.67 68.52 63.95 64.32 65.25 63.21 64.36 63.92
445 372 16 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 69.33 64.56 65.60 64.34 65.49 63.82 69.05 63.00 68.96 65.26 63.67 62.84 71.92 73.60 64.36 63.94 63.44 49.63 75.23 52.76 64.40 65.58 64.81 65.78 63.88
446 372 16 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 73.35 64.22 69.45 64.75 65.06 65.77 73.52 64.57 63.74 56.19 74.79 75.48 69.09 64.08 64.05 69.07 63.01 71.11 68.72 64.47 64.17 74.39 65.03 74.41 64.55
447 372 16 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 66.27 65.53 68.28 64.95 64.79 63.76 68.82 65.04 64.65 64.57 68.28 74.73 72.86 68.53 63.56 69.04 52.67 69.12 75.32 72.88 53.87 64.32 63.61 64.49 63.77
464 372 16 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 74.42 65.36 69.93 65.56 65.01 67.84 71.72 64.34 65.37 64.66 74.35 63.80 72.59 63.56 54.07 73.55 63.47 68.59 69.63 65.43 64.51 65.59 56.57 64.90 64.63
465 372 16 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 73.86 65.40 66.06 65.26 65.28 74.82 72.61 63.68 64.13 56.13 63.66 62.33 65.03 62.93 62.87 73.20 63.55 63.01 75.42 64.53 64.04 73.98 63.65 64.34 65.73
466 372 16 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 65.85 65.34 65.26 65.30 64.81 64.32 72.55 64.56 69.16 64.33 69.15 63.56 73.63 64.26 63.32 69.53 68.11 69.68 63.82 53.14 52.55 72.89 63.69 64.72 64.64
467 372 16 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 66.22 69.02 64.56 64.88 65.16 75.06 72.78 65.18 69.89 65.70 69.27 69.38 52.74 65.27 54.79 73.08 54.15 73.81 63.74 64.05 64.83 53.26 69.58 64.47 65.62
484 372 16 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 65.81 65.56 65.59 64.62 65.01 75.10 73.38 65.23 64.71 65.26 66.65 69.69 72.62 63.28 63.42 69.57 69.66 62.41 75.17 63.70 64.08 72.28 69.46 64.56 64.09
485 372 16 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 66.91 65.57 68.67 64.59 64.80 68.83 73.61 70.42 70.46 60.76 69.98 67.77 70.40 62.92 63.26 72.03 73.62 70.13 64.64 63.81 63.97 64.46 65.04 52.65 65.15
486 372 16 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 65.39 65.38 67.86 64.44 65.27 67.43 73.06 64.45 68.44 65.12 64.22 69.37 64.75 73.07 63.59 64.59 54.78 63.83 74.38 63.16 65.04 64.49 64.01 65.33 63.74
487 372 16 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 68.34 64.40 64.97 63.60 86.47 63.61 73.54 69.67 63.16 64.49 75.43 74.05 73.38 63.22 63.06 64.79 62.63 62.57 74.73 62.20 62.88 64.52 64.22 63.16 64.40
504 372 16 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 74.10 69.74 65.13 64.41 65.11 63.64 71.79 64.25 69.16 64.56 68.60 63.80 73.41 69.99 63.56 64.62 73.67 69.74 64.53 66.93 54.58 73.33 65.00 64.23 64.07
505 372 16 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 66.82 65.09 64.37 64.38 64.53 67.40 68.36 65.16 69.37 64.19 75.35 63.81 72.85 63.86 63.27 67.71 63.29 71.05 64.31 54.66 63.41 73.39 63.82 62.96 64.05
506 372 16 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 65.48 62.77 69.23 65.43 68.16 74.87 73.54 64.53 69.59 63.95 63.14 63.57 73.22 63.55 63.96 70.00 73.11 64.05 75.42 53.42 65.37 63.78 63.92 63.46 65.04
507 372 16 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 66.35 64.40 65.20 64.65 64.76 63.84 73.99 65.15 65.57 69.12 67.84 70.69 72.00 73.29 63.93 73.66 63.27 64.38 74.57 64.57 63.67 54.57 68.57 72.06 65.29
524 372 16 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 73.60 64.40 64.56 64.62 65.12 63.32 69.49 64.26 56.78 65.80 63.49 63.76 69.27 63.15 62.76 68.18 63.11 67.68 75.23 55.89 62.46 73.42 64.02 63.76 56.15
525 372 16 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 73.71 64.42 69.26 63.50 69.20 63.54 64.27 54.53 69.69 64.84 63.01 60.85 70.17 63.00 62.79 67.48 63.63 73.86 63.88 64.12 63.37 73.40 64.32 63.47 65.32
526 372 16 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 67.99 64.84 65.74 65.50 64.66 64.11 65.26 64.52 63.56 68.75 67.19 68.49 87.08 64.03 54.23 69.51 63.14 72.27 63.99 63.34 65.10 71.91 65.26 64.87 65.03
527 372 16 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 65.79 67.00 64.22 64.69 64.86 74.51 73.78 70.97 68.39 64.93 63.94 62.67 73.41 69.15 71.28 68.85 63.29 54.98 63.50 64.40 63.61 52.97 64.72 64.91 64.32
544 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.45 90.51 91.20 88.98 75.83 88.43 89.22 88.42 88.66 89.41 88.87 90.35 89.86 89.32 90.36 89.14 90.01 90.04 90.24 89.58 90.26 86.35 89.26 89.01 87.77
545 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.60 90.74 88.61 89.91 90.04 89.39 90.03 89.62 90.53 88.81 90.04 89.20 90.04 89.33 89.64 89.80 90.21 88.13 90.26 88.95 88.71 89.90 89.00 88.58 90.37
546 372 16 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.37 90.02 87.34 90.72 88.85 89.04 89.71 88.38 87.05 88.35 89.91 89.73 88.27 88.06 89.28 88.59 89.54 88.45 89.32 88.25 88.67 89.06 89.18 88.86 88.38
547 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.92 88.42 90.89 90.46 88.81 90.24 88.92 87.25 88.43 88.15 89.23 89.95 88.73 90.04 89.13 90.11 90.20 88.72 88.94 90.06 90.57 89.98 89.11 90.49 89.21
564 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.31 90.10 89.99 89.63 89.71 90.38 89.96 88.38 88.51 90.06 89.52 90.98 89.63 88.54 88.77 91.45 90.94 88.72 89.20 75.97 90.23 88.43 76.70 87.98 88.75
565 372 16 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.97 90.63 89.92 88.71 88.82 89.41 88.53 89.94 90.76 88.31 90.51 89.83 89.39 89.31 89.39 90.11 89.21 88.90 89.52 89.99 88.80 88.63 87.90 88.98 89.51
566 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.65 90.31 91.48 90.66 88.71 90.12 88.75 90.20 87.39 88.65 90.39 89.91 89.13 88.66 89.73 89.11 88.57 89.69 91.12 89.19 90.71 87.70 76.56 90.29 89.30
567 372 16 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.05 88.00 76.71 88.54 87.47 90.16 88.92 77.45 90.06 89.17 89.99 88.81 90.29 89.01 89.73 89.32 89.96 88.68 89.43 89.27 89.69 74.99 89.18 89.44 90.69
584 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.83 89.68 88.90 89.74 89.11 90.15 90.98 90.40 89.67 88.88 87.94 90.19 87.30 89.65 88.89 90.58 89.79 91.00 90.50 90.14 88.20 75.56 89.14 88.54 89.71
585 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.03 89.78 89.58 88.80 89.04 90.20 88.72 90.72 88.98 89.85 89.93 90.99 88.70 89.38 88.76 89.74 90.39 89.28 90.62 76.36 89.67 88.72 89.16 88.86 90.05
586 372 16 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 86.97 88.67 89.50 89.38 89.72 89.82 89.25 89.69 89.46 89.51 88.82 88.95 89.66 89.50 88.58 90.28 90.96 89.91 89.84 87.56 89.96 88.63 76.23 89.60 89.01
587 372 16 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.48 88.79 89.28 88.02 89.91 89.79 87.68 90.08 89.11 88.23 90.07 89.48 89.66 89.12 89.28 89.55 89.05 89.34 91.00 89.41 89.51 88.78 88.54 90.34 88.48
604 372 16 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 64.27 64.86 64.51 64.54 66.10 74.86 74.86 64.31 64.32 63.27 64.10 74.94 70.28 63.84 63.49 74.19 64.08 74.00 63.10 63.31 53.68 63.92 63.82 65.04 64.51
605 372 16 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 65.67 65.08 65.67 65.26 68.46 70.28 69.08 65.00 64.95 64.98 74.38 62.65 69.67 63.35 63.77 73.17 63.84 54.14 63.70 62.84 64.33 65.18 63.16 65.23 65.29
606 372 16 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 74.40 64.76 73.93 64.70 65.68 66.44 73.57 64.24 64.65 63.81 63.39 62.23 69.31 55.11 64.07 73.27 55.21 70.84 73.73 64.82 63.47 72.74 65.00 65.54 64.27
607 372 16 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 64.96 65.17 65.09 65.33 64.97 74.63 73.46 64.30 64.13 65.58 75.42 70.34 72.52 63.47 64.02 64.31 64.58 73.29 74.10 64.71 55.74 73.75 64.80 65.31 65.01
624 372 16 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 71.98 70.17 64.93 65.11 55.68 64.05 65.38 63.47 63.54 64.40 67.98 63.60 70.96 63.22 63.57 73.08 62.85 66.56 69.68 64.03 63.43 73.58 64.46 65.30 52.88
625 372 16 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 74.00 64.77 73.64 69.59 64.67 69.20 72.25 71.22 65.07 64.48 64.60 63.92 71.80 70.56 64.67 63.27 64.30 64.35 74.10 54.85 65.21 71.64 64.51 64.04 64.54
626 372 16 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 67.64 70.54 72.25 66.00 65.42 65.87 73.32 64.32 65.03 64.69 75.27 69.66 73.51 62.66 62.92 72.51 73.12 68.45 69.99 65.73 64.01 65.82 64.38 51.61 64.36
627 372 16 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 67.71 65.42 65.16 65.40 65.39 64.38 73.72 70.96 54.44 63.97 64.31 74.34 72.58 53.16 63.36 69.35 63.85 72.59 74.48 64.14 54.60 63.05 64.84 64.16 64.83
644 372 16 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 66.55 64.77 64.96 65.87 65.44 64.24 72.64 70.03 62.80 64.10 62.76 63.55 73.13 65.09 64.00 72.92 63.54 70.51 70.61 63.84 63.99 56.14 65.22 64.53 70.51
645 372 16 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 65.47 68.95 69.10 65.02 64.99 68.06 75.08 64.22 65.17 70.93 75.33 70.16 74.05 64.00 63.80 63.70 53.02 63.26 73.81 53.54 65.53 72.40 63.85 64.35 63.67
646 372 16 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 65.40 68.15 65.03 64.41 68.03 64.31 64.40 69.82 69.07 64.11 73.61 62.75 72.39 64.10 64.04 72.89 68.74 73.51 75.07 63.84 63.37 64.83 64.23 63.80 64.47
647 372 16 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 73.28 64.94 65.33 65.06 64.62 74.88 74.31 69.97 73.32 63.23 75.58 63.69 73.29 63.54 63.03 69.09 63.78 65.00 63.95 52.44 65.12 72.62 65.28 64.84 55.59
664 372 16 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 73.16 64.73 64.66 64.32 64.51 63.86 69.54 64.29 64.31 68.43 68.50 70.29 72.62 64.25 64.57 72.85 64.01 70.81 75.01 65.04 63.04 72.64 64.07 64.24 64.84
665 372 16 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 73.80 64.50 68.57 65.23 66.00 68.34 70.33 56.54 69.77 64.47 68.84 63.08 69.69 64.70 63.62 72.99 63.33 73.52 63.57 62.61 64.45 74.13 64.20 64.79 64.06
666 372 16 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 65.18 74.12 69.65 64.42 65.12 63.75 73.45 63.88 55.43 64.46 63.32 63.24 63.72 64.30 63.20 72.76 54.15 73.79 60.59 64.81 62.80 72.49 63.91 64.84 64.16
667 372 16 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 73.92 64.22 64.36 64.79 64.90 60.99 73.81 63.99 55.92 65.16 64.32 61.60 73.83 63.20 63.57 72.56 63.08 63.95 74.85 63.28 62.44 73.36 63.93 64.26 53.15
684 372 16 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 65.13 64.96 68.40 64.06 64.18 74.86 68.00 64.29 64.58 65.71 75.07 62.53 73.35 63.09 62.71 69.56 53.98 70.83 63.29 50.53 52.94 69.36 64.30 70.11 64.70
685 372 16 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 74.17 64.51 64.09 64.56 64.94 69.57 63.61 65.28 65.40 69.88 63.55 68.75 69.51 63.31 62.74 73.35 64.28 86.60 75.27 63.44 64.32 56.85 63.27 69.87 65.29
686 372 16 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 73.37 64.50 58.63 64.93 65.36 62.80 68.64 63.87 72.56 69.24 74.84 63.55 70.01 63.00 64.57 67.17 64.08 73.15 75.38 63.98 63.57 72.62 65.03 64.69 65.46
687 372 16 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 65.62 64.12 64.51 64.09 64.20 62.58 70.04 63.11 63.66 65.17 64.49 63.42 71.10 63.10 63.25 73.35 63.35 73.53 69.59 63.69 64.09 51.64 52.73 62.90 64.27
704 372 16 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 67.70 64.35 65.28 64.75 65.06 64.31 66.45 64.63 63.15 64.16 63.48 62.08 69.84 68.89 62.88 65.31 69.91 72.83 75.02 64.26 53.21 63.22 63.64 64.29 64.29
705 372 16 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 70.07 64.86 65.12 65.47 65.04 65.16 63.69 65.37 69.39 64.14 75.38 63.63 72.83 64.73 65.20 71.24 64.52 65.03 75.19 52.84 64.49 64.29 64.59 65.70 63.99
706 372 16 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 65.64 65.25 64.26 63.72 64.43 68.52 72.67 63.64 63.70 63.51 63.73 62.12 72.79 73.13 63.46 68.04 63.05 63.27 74.34 64.40 63.62 53.65 62.80 63.99 56.60
707 372 16 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 73.75 65.08 64.31 64.46 65.62 63.57 72.37 63.56 70.31 66.16 68.77 63.37 68.92 63.33 62.85 74.30 63.35 51.74 75.69 64.56 64.19 65.04 64.73 64.59 63.70


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
4 372 16 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 77.52 92.32 93.11 92.31 92.08 92.02 92.63 92.48 89.80 92.57 92.86 93.48 90.08 90.16 90.20 86.26 92.18 91.31 93.81 76.67 93.60 92.90 92.22 76.18 88.99
5 372 16 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 92.29 49.17 92.45 90.85 90.98 93.16 92.73 91.39 91.82 49.17 91.74 92.53 92.22 91.08 91.38 95.04 92.51 93.99 90.97 93.48 93.48 93.80 93.26 91.31 74.17
6 372 16 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 92.54 91.95 90.43 90.90 74.65 92.67 90.81 92.49 92.97 93.74 92.51 91.52 92.44 92.96 94.52 95.19 90.85 93.67 93.12 95.15 93.09 93.38 92.02 93.92 75.28
7 372 16 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 94.01 81.16 93.18 89.75 90.32 93.56 94.13 92.81 93.38 90.37 92.87 93.53 92.13 92.46 91.19 94.48 94.74 91.97 92.45 93.57 75.59 93.67 92.35 81.47 93.46
24 372 16 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 94.13 90.16 92.16 91.64 78.17 92.28 91.75 92.19 92.09 92.81 92.97 91.50 90.04 92.37 84.22 93.25 92.29 89.94 91.50 93.84 92.96 87.55 89.91 93.70 74.54
25 372 16 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 92.76 92.36 90.91 90.03 93.77 92.53 90.81 49.17 91.86 93.17 92.16 91.41 92.62 92.71 89.04 90.11 92.67 94.15 92.00 75.88 93.77 91.71 93.17 93.38 93.63
26 372 16 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 88.75 92.81 91.99 74.96 96.66 93.40 89.82 91.51 94.76 92.92 92.48 89.38 91.26 94.14 93.34 92.58 93.28 93.64 49.17 94.07 92.64 74.25 91.21 91.29 92.66
27 372 16 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 92.81 91.85 93.38 91.38 93.10 93.09 91.71 93.29 89.49 92.74 92.38 91.99 94.97 91.98 93.67 93.52 92.43 93.18 92.82 94.47 94.46 94.38 94.07 93.12 92.69
44 372 16 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 91.63 88.93 91.03 76.90 91.31 92.36 92.26 74.55 92.23 92.66 92.79 93.77 91.27 94.16 90.74 92.14 91.50 93.21 93.14 93.81 93.66 91.25 91.66 80.27 92.98
45 372 16 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 93.48 90.85 91.65 92.57 91.75 92.51 87.25 93.75 91.83 94.74 91.54 93.29 93.61 92.74 92.00 93.80 92.94 93.39 90.65 93.41 93.65 93.45 93.48 93.59 90.90
46 372 16 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 91.60 91.81 91.28 91.88 93.21 89.26 91.88 92.38 92.96 91.52 92.28 93.20 91.15 93.93 93.30 94.38 91.99 92.44 91.68 94.19 87.80 94.26 90.82 93.64 93.88
47 372 16 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 92.75 89.47 93.17 91.69 91.28 92.27 90.59 93.85 93.41 93.28 91.06 91.70 93.69 91.14 93.29 94.74 93.19 94.70 92.85 94.50 92.77 91.85 93.32 93.87 77.29
64 372 16 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 75.34 58.48 75.16 49.17 58.60 76.56 75.76 57.86 56.81 76.59 76.56 50.38 77.18 57.51 56.96 76.54 57.17 76.65 77.43 55.97 56.95 77.02 57.27 56.92 57.96
65 372 16 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 74.69 75.02 57.95 74.99 75.41 70.48 74.33 57.95 75.90 75.12 76.56 77.40 67.91 76.44 57.79 68.62 56.90 76.04 77.30 55.97 56.48 50.25 57.32 56.51 56.56
66 372 16 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 74.85 58.95 74.77 74.51 75.16 76.08 74.71 57.87 75.47 75.71 77.40 76.96 76.92 57.58 57.82 74.63 75.20 68.92 77.51 56.02 56.91 55.27 56.02 56.42 55.74
67 372 16 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 74.12 58.94 74.13 59.25 74.24 50.13 74.76 76.19 74.45 58.37 76.31 77.04 69.68 75.51 57.94 90.47 56.79 76.32 57.06 57.15 57.04 76.11 56.67 57.57 56.28
84 372 16 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 74.09 57.52 74.21 57.90 75.41 76.68 75.26 58.27 75.79 58.01 76.94 77.32 75.91 57.97 58.53 91.12 56.87 75.44 71.12 55.94 55.54 56.11 56.31 56.96 56.82
85 372 16 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 75.61 75.29 74.81 58.69 76.03 76.25 74.67 74.48 76.22 76.22 76.45 57.35 75.97 75.22 49.17 76.14 56.43 74.53 76.55 56.45 57.48 56.60 57.16 57.27 56.34
86 372 16 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 68.75 75.42 76.11 59.41 75.43 75.65 75.20 74.23 76.08 75.25 76.73 57.75 75.28 75.29 58.69 76.16 49.50 75.10 76.03 77.07 57.69 75.41 56.53 56.63 56.79
87 372 16 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 74.74 59.78 75.21 75.28 73.67 76.18 75.23 58.69 75.95 75.91 76.29 76.56 75.82 75.72 74.60 76.17 74.83 75.92 74.92 56.83 56.94 57.57 56.80 56.60 56.70
104 372 16 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 75.18 74.62 74.83 75.67 59.25 88.52 76.40 57.86 76.27 75.21 57.16 75.67 75.96 74.55 57.94 57.39 75.05 76.43 76.96 57.38 57.57 56.91 56.60 56.42 55.93
105 372 16 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 75.01 57.95 75.14 59.01 69.29 89.95 75.16 56.71 74.86 89.98 76.06 57.14 75.91 75.51 58.37 70.16 75.76 74.76 76.16 57.01 56.17 56.44 56.20 56.17 56.70
106 372 16 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 74.26 58.71 74.68 58.74 59.50 74.95 74.64 75.91 75.44 75.27 75.95 57.93 68.96 69.61 75.84 57.52 57.82 75.34 57.39 57.07 56.63 75.24 56.69 56.83 56.96
107 372 16 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 74.86 57.60 74.08 58.54 75.23 75.17 75.57 75.46 76.06 75.09 76.35 77.29 75.67 58.49 58.31 76.13 58.00 57.29 56.86 56.74 56.57 56.76 55.91 57.70 55.91
124 372 16 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 73.80 57.73 75.26 59.09 74.04 76.08 75.96 57.07 76.63 76.25 75.92 76.59 74.48 76.49 58.18 76.15 75.09 76.08 76.89 56.33 56.65 76.78 56.66 56.09 56.95
125 372 16 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 75.35 57.93 75.32 57.52 74.86 76.14 68.49 58.08 76.44 75.97 76.62 57.19 76.92 75.74 58.38 76.56 76.24 76.03 76.58 75.91 56.06 57.67 56.71 57.64 57.55
126 372 16 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 73.84 74.56 58.63 58.21 58.03 76.00 75.03 58.00 75.00 57.88 76.35 76.57 75.00 75.24 58.39 76.25 75.45 75.04 76.61 57.22 56.87 56.97 56.94 57.23 57.59
127 372 16 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 74.50 57.59 74.10 58.26 59.22 76.53 73.82 74.68 76.09 51.08 56.73 56.45 75.01 57.95 57.34 76.32 56.83 75.36 57.16 56.15 57.29 57.25 57.14 56.42 57.16
144 372 16 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 74.46 57.61 49.17 75.21 74.26 57.41 74.06 58.26 75.38 69.45 76.94 57.29 75.26 57.15 57.83 77.15 68.36 75.87 76.84 56.53 55.32 57.92 56.19 56.12 91.79
145 372 16 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 74.82 58.26 73.84 58.79 75.37 58.40 74.18 75.31 75.09 67.66 75.55 76.33 74.64 75.83 59.19 67.44 57.89 75.16 76.32 56.89 56.98 57.63 57.12 56.39 56.89
146 372 16 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 74.83 75.77 74.80 58.05 58.30 76.03 75.34 58.61 68.90 74.96 75.96 56.21 87.06 76.09 57.97 76.17 58.01 75.23 56.59 75.68 56.29 56.56 57.26 76.80 57.12
147 372 16 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 74.34 75.21 74.25 58.31 74.38 75.40 74.43 76.05 70.05 74.77 76.51 56.26 75.75 75.57 50.50 75.72 57.86 75.99 76.00 56.73 55.79 57.16 56.51 57.07 56.46
164 372 16 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 75.39 57.77 75.40 58.26 74.73 76.51 75.17 57.62 75.42 75.33 75.77 76.62 75.27 75.82 57.92 75.81 57.64 68.36 76.87 76.06 58.00 76.35 56.89 57.29 57.25
165 372 16 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 74.47 74.79 74.10 75.10 73.92 74.87 74.89 74.98 67.54 75.59 76.14 76.54 76.16 75.32 58.94 75.00 58.02 75.42 76.22 57.01 55.84 75.51 56.58 56.17 56.40
166 372 16 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 75.42 75.33 73.88 74.99 74.44 75.42 74.70 74.35 89.67 58.67 56.88 76.40 75.12 57.41 59.19 75.89 57.84 75.43 75.64 56.30 57.22 57.38 56.77 57.16 56.83
167 372 16 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 74.18 74.48 74.79 58.31 57.38 57.45 73.70 74.63 75.45 75.23 75.95 77.50 76.35 57.58 58.28 68.66 56.41 74.74 76.42 56.44 55.77 56.76 56.27 56.21 55.77
184 372 16 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 92.06 82.31 92.22 91.61 89.52 88.05 91.56 94.26 91.43 93.72 91.92 92.63 93.05 92.25 92.39 93.82 94.28 92.84 92.64 70.41 93.76 75.66 93.45 74.81 91.42
185 372 16 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 90.40 91.60 94.71 92.73 92.44 92.38 92.87 91.52 93.60 89.96 90.02 94.23 92.20 90.16 75.09 90.17 90.30 92.55 92.93 93.25 94.63 93.15 91.82 91.93 91.64
186 372 16 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 92.60 91.10 92.16 90.88 93.58 91.90 90.59 91.59 93.36 91.24 93.11 91.53 89.53 93.04 91.38 95.90 93.10 90.20 92.67 89.76 94.10 94.48 93.09 94.00 93.38
187 372 16 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 90.92 94.10 89.24 89.83 72.43 92.33 91.24 75.57 92.60 93.86 92.59 91.69 92.85 92.01 92.52 92.59 94.09 92.13 93.39 93.57 73.84 93.26 75.87 92.95 91.51
204 372 16 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 91.40 91.17 91.92 90.34 93.32 91.34 91.48 92.91 93.74 93.34 92.49 92.27 92.57 93.98 92.34 93.13 94.66 90.15 90.33 93.69 49.17 92.97 93.01 90.49 93.15
205 372 16 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 91.66 92.16 93.72 91.19 92.18 89.44 92.20 90.95 92.00 92.23 92.58 91.01 92.35 92.02 91.86 90.39 90.05 93.85 91.62 94.19 93.40 92.41 92.87 94.27 92.40
206 372 16 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 93.20 92.15 93.12 91.50 91.84 94.14 92.97 91.73 88.43 91.13 93.18 94.68 91.19 92.00 92.12 91.83 93.71 92.75 93.07 91.92 93.13 94.07 74.91 93.67 91.30
207 372 16 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 92.75 92.67 93.04 92.08 92.32 90.57 93.80 93.51 91.18 92.46 92.48 94.43 93.83 94.24 94.17 92.49 92.89 94.18 93.58 93.44 92.46 95.40 93.85 91.99 91.53
224 372 16 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 92.12 90.16 91.00 89.80 90.86 92.46 91.46 90.76 92.44 92.71 91.26 92.76 90.25 93.24 93.21 88.82 92.76 91.50 91.91 93.78 83.59 76.03 92.14 94.67 91.31
225 372 16 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 91.77 91.48 93.67 93.93 93.36 90.68 93.44 91.04 92.34 90.39 90.87 91.82 92.68 90.96 93.39 94.43 91.22 94.29 91.50 93.49 93.56 94.57 94.94 93.42 93.74
226 372 16 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 91.20 91.75 93.02 90.84 92.59 93.77 91.90 90.92 92.53 93.03 93.08 91.28 92.77 92.12 90.59 92.49 94.75 94.36 92.84 91.73 93.58 94.00 92.22 93.33 91.45
227 372 16 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 91.06 92.17 90.42 89.87 91.38 89.76 90.82 92.62 92.82 92.82 93.45 91.84 93.34 92.67 91.41 92.95 93.30 93.67 92.48 92.85 93.98 92.46 93.67 90.33 93.23
244 372 16 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 74.55 75.14 50.29 60.29 58.20 57.29 58.65 58.28 76.25 57.80 76.72 56.84 75.20 56.53 57.27 75.12 56.77 50.41 70.44 57.48 56.38 57.30 56.75 57.53 56.04
245 372 16 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 75.25 74.69 58.45 58.79 59.38 76.44 74.57 57.67 75.65 76.02 76.58 69.73 75.84 75.22 59.14 76.01 57.68 75.58 76.31 56.23 56.16 57.38 56.47 56.69 57.08
246 372 16 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 73.98 57.95 57.80 58.51 59.50 77.14 75.00 76.08 75.35 57.99 49.98 77.24 75.48 75.67 58.81 76.88 57.76 75.28 76.84 56.14 56.46 76.24 56.51 56.61 55.93
247 372 16 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 74.43 75.14 75.01 57.20 59.86 76.41 75.61 58.09 75.82 75.61 76.65 76.96 76.60 74.96 58.00 76.36 75.95 75.79 76.32 56.84 57.43 75.92 56.18 75.44 56.55
264 372 16 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 73.87 74.29 74.03 58.70 58.94 75.63 74.54 57.51 75.48 57.02 75.42 75.86 76.22 76.32 58.99 87.06 57.02 87.62 56.96 57.15 56.79 56.54 56.67 56.96 69.20
265 372 16 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 75.78 75.33 74.98 75.15 76.13 76.81 73.71 58.96 76.16 75.33 76.60 76.49 76.66 76.00 58.25 75.67 57.14 76.27 76.45 56.73 56.33 75.99 56.53 55.82 56.00
266 372 16 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 75.01 57.19 74.92 57.79 57.99 76.05 89.90 57.99 76.25 57.63 76.32 56.88 91.24 76.05 57.70 75.94 76.19 75.72 76.61 55.98 56.73 56.65 56.55 55.89 56.56
267 372 16 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 75.03 58.51 74.54 57.54 74.68 75.85 75.08 50.39 56.80 58.90 76.26 76.85 75.36 75.87 56.80 76.38 75.04 75.78 76.42 56.72 56.09 76.63 55.91 56.51 55.79
284 372 16 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 74.68 58.52 75.94 57.95 75.26 76.94 74.67 75.92 74.59 75.34 77.21 76.32 76.04 76.35 58.22 76.74 75.75 75.43 76.71 55.70 56.67 75.73 56.08 57.82 56.86
285 372 16 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 73.54 68.51 75.17 74.81 73.82 76.51 75.25 75.61 75.47 58.54 75.43 57.20 75.70 76.93 74.86 75.37 75.72 75.17 69.45 55.70 57.82 56.09 56.22 56.92 56.87
286 372 16 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 74.29 57.81 73.99 74.43 74.41 76.45 74.57 74.94 57.31 75.58 76.94 57.78 75.72 75.57 60.28 76.76 57.51 58.23 76.20 75.59 56.37 76.82 56.91 56.70 56.60
287 372 16 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 75.03 74.67 74.48 58.79 73.94 75.97 75.06 57.83 90.14 76.08 75.43 70.78 75.52 57.97 75.02 76.02 58.63 74.85 76.07 56.11 57.39 57.48 56.37 56.46 56.15
304 372 16 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 74.01 74.64 74.89 57.59 58.20 76.41 74.93 49.64 76.34 57.08 76.60 57.19 76.16 74.82 57.12 76.32 56.79 75.89 76.71 56.02 57.99 56.74 57.07 57.03 57.24
305 372 16 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 74.48 74.68 59.93 74.48 73.05 68.95 75.26 59.28 75.89 74.40 57.58 57.78 73.91 75.14 58.86 88.95 58.49 75.31 75.70 75.95 57.72 58.00 57.08 57.39 58.06
306 372 16 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 73.82 58.69 59.41 58.11 58.46 76.28 75.39 76.27 75.46 57.46 57.37 57.50 51.08 75.24 57.42 76.29 75.35 76.34 76.96 57.32 56.51 56.01 56.27 56.21 55.51
307 372 16 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 72.89 74.78 74.61 58.09 74.93 76.33 74.81 58.31 75.53 75.33 75.83 76.99 76.84 75.50 75.90 75.69 75.88 75.38 76.90 56.66 57.61 58.27 57.56 58.17 58.07
324 372 16 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 74.62 58.66 75.67 57.58 75.80 76.35 88.43 56.69 76.22 76.50 57.26 56.11 75.53 57.12 57.37 76.61 76.37 69.48 77.24 56.20 56.25 56.10 57.13 56.60 55.79
325 372 16 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 73.82 74.62 74.93 74.16 74.10 75.24 75.23 59.29 57.31 75.39 76.13 57.06 75.26 76.00 75.75 76.60 58.18 75.71 75.66 76.18 56.51 56.53 56.94 57.13 57.14
326 372 16 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 75.26 58.07 75.11 58.02 75.03 57.34 75.54 58.22 68.44 76.86 75.76 76.02 75.66 75.86 57.26 69.07 57.35 76.42 77.17 56.57 56.38 75.87 55.97 55.87 56.26
327 372 16 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 75.17 58.20 73.67 59.56 75.16 76.35 75.47 58.11 75.50 75.75 75.89 76.71 75.99 75.66 57.80 89.72 58.43 74.63 76.84 56.40 57.56 76.54 57.68 57.21 56.92
344 372 16 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 70.01 74.49 74.88 59.47 59.33 76.25 90.13 57.91 74.89 75.35 77.02 57.11 76.98 55.90 57.19 76.46 57.14 75.73 76.11 56.85 56.85 77.19 56.29 57.09 56.76
345 372 16 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 73.99 74.10 74.83 58.90 75.15 76.46 74.67 57.89 74.59 58.13 56.42 57.09 68.53 58.49 58.48 75.82 57.77 75.42 75.91 56.51 56.49 75.51 56.61 56.99 56.12
346 372 16 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 75.01 58.10 74.38 58.47 74.83 69.94 73.93 59.27 75.03 75.88 57.70 58.03 74.50 58.03 58.74 90.12 57.91 56.39 75.69 56.76 57.24 76.17 56.90 57.32 55.88
347 372 16 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 74.93 74.98 74.62 75.17 74.61 76.11 75.02 57.53 57.74 74.85 76.35 77.21 88.95 76.46 57.83 74.60 57.55 75.32 76.16 75.38 57.01 56.26 57.05 56.51 57.17
364 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 91.19 93.26 91.95 72.71 92.60 91.57 90.20 91.41 90.05 92.54 92.57 92.31 91.41 92.79 91.64 91.16 90.94 91.47 91.66 91.01 92.94 92.81 92.28 92.20 91.20
365 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 92.25 90.45 92.12 92.57 92.31 90.94 90.19 91.73 90.68 92.67 92.30 91.28 88.73 89.99 91.06 90.50 91.79 92.32 92.46 93.52 92.26 92.36 92.75 93.68 92.49
366 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.66 72.75 93.43 91.33 92.10 91.32 90.80 90.67 93.70 92.38 94.34 90.65 91.01 90.10 90.96 91.59 91.63 93.49 91.88 94.04 92.47 91.96 92.57 91.89 91.26
367 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.75 91.75 91.61 89.63 90.63 91.13 91.57 89.75 90.94 93.00 92.01 91.22 89.65 91.44 90.25 91.19 89.94 90.35 92.32 91.63 92.63 91.83 92.40 91.39 93.43
384 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 93.38 73.30 93.17 93.82 92.64 91.11 92.42 93.02 91.75 92.71 93.68 91.81 92.82 89.94 92.95 90.83 91.95 90.72 90.62 92.69 91.86 93.79 91.02 92.84 91.84
385 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.78 89.61 92.66 90.93 91.99 91.92 92.52 92.00 90.68 92.33 93.38 90.33 92.74 92.27 90.29 92.14 92.00 91.50 91.31 91.87 93.65 93.93 92.76 92.50 91.23
386 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 93.79 92.68 93.20 92.85 91.65 91.56 91.63 90.92 92.48 93.58 94.23 90.43 90.83 92.21 89.17 92.62 93.22 93.43 91.67 93.12 94.08 93.93 92.32 91.37 91.04
387 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.04 91.81 92.99 91.64 91.51 91.11 92.26 92.97 90.22 94.10 91.58 91.15 92.45 90.83 91.21 91.45 91.86 90.68 91.11 93.15 93.33 92.31 93.04 94.17 93.17
404 372 16 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.49 92.55 94.22 90.69 91.73 91.21 92.64 92.05 91.68 93.38 91.93 90.77 91.49 92.47 93.04 90.96 92.29 92.02 91.29 92.55 92.70 93.32 92.54 92.93 92.14
405 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.56 93.00 93.59 91.75 93.46 91.55 89.97 92.97 93.52 92.93 91.96 92.05 91.22 93.83 93.14 90.33 93.36 91.62 93.77 92.96 94.96 91.97 92.67 92.55 92.00
406 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.42 92.36 92.46 90.43 94.55 91.09 92.75 93.11 92.71 92.43 90.66 93.50 92.66 91.49 92.46 91.18 91.21 92.06 93.43 92.33 92.16 92.96 77.87 93.94 92.97
407 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.05 92.49 92.77 91.36 92.62 91.92 91.15 90.50 91.01 93.43 92.34 92.80 91.84 91.62 90.41 92.62 92.12 93.42 91.43 93.89 91.81 92.53 91.40 92.71 90.86
424 372 16 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 74.91 67.92 58.04 57.79 57.83 57.30 73.92 67.51 57.80 55.84 57.75 57.04 70.16 58.18 57.60 75.40 73.93 75.82 76.28 56.47 48.04 76.96 56.50 56.36 57.58
425 372 16 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 57.49 58.60 74.86 57.97 58.03 58.00 74.64 58.26 68.38 57.24 76.21 57.78 74.62 59.71 58.77 74.45 57.43 69.40 57.45 75.31 57.44 57.75 56.49 57.11 57.66
426 372 16 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 74.63 58.90 59.01 58.81 58.16 58.49 74.32 58.70 58.58 58.10 57.44 75.80 74.15 59.04 58.30 75.81 59.25 57.05 76.11 57.69 56.86 75.50 55.80 69.77 58.04
427 372 16 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 58.83 88.90 58.52 58.68 58.94 74.64 67.62 67.54 67.00 57.99 75.34 75.95 74.57 57.57 58.39 68.60 58.68 74.46 76.27 57.48 45.25 75.91 57.20 58.50 57.95
444 372 16 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 59.95 58.56 69.02 58.40 69.03 69.37 68.44 69.00 55.45 56.55 56.65 58.06 75.23 57.33 58.31 68.62 70.11 68.34 70.39 56.30 56.10 57.12 56.77 57.43 56.49
445 372 16 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 69.67 58.15 59.34 58.70 58.16 57.50 67.84 56.98 66.89 58.14 57.84 57.69 75.26 74.94 58.01 56.79 58.40 43.09 76.20 45.26 58.06 56.84 57.11 57.00 56.25
446 372 16 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 73.74 58.32 67.91 58.35 58.28 58.06 74.53 58.57 57.44 47.22 75.82 75.42 69.02 58.04 58.70 69.34 57.87 68.43 67.80 57.46 57.11 76.49 56.48 75.77 57.28
447 372 16 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 59.15 58.57 69.39 58.72 58.77 58.74 67.79 56.83 58.80 57.92 69.19 76.11 75.33 69.11 58.28 68.96 45.32 68.45 75.92 75.65 46.37 56.56 58.12 56.76 57.07
464 372 16 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 73.53 58.67 69.18 58.87 58.72 68.45 73.49 58.02 59.36 58.38 74.71 58.25 73.54 59.33 46.30 75.14 59.08 68.82 68.78 57.97 58.27 58.29 47.16 60.01 57.17
465 372 16 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 73.59 58.97 59.25 58.73 58.57 75.06 73.69 57.40 57.20 47.66 57.43 55.59 57.69 58.93 58.35 75.81 57.52 58.25 75.97 57.92 59.32 76.70 55.83 57.95 57.06
466 372 16 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 59.07 58.81 58.03 58.59 58.77 57.50 73.91 59.19 68.22 56.76 69.18 58.30 75.07 59.59 57.87 68.90 68.84 69.36 57.75 46.28 44.05 75.51 57.54 57.77 57.01
467 372 16 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 59.50 69.51 58.25 58.29 58.89 76.07 74.72 58.94 68.26 58.56 70.23 70.01 47.29 58.43 47.44 74.89 47.27 75.08 57.39 57.29 58.73 45.96 69.79 58.29 58.90
484 372 16 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 58.94 59.09 59.30 58.00 58.57 75.82 74.27 59.27 57.69 57.41 68.52 69.15 74.64 58.34 58.11 69.03 68.69 54.81 76.51 57.10 56.24 77.28 69.21 57.02 55.78
485 372 16 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 68.32 58.06 69.63 58.51 58.85 69.74 75.07 67.96 69.53 54.01 68.69 70.82 68.34 57.48 58.37 75.31 74.91 67.84 57.83 56.13 57.67 57.11 56.97 45.04 57.92
486 372 16 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 58.52 58.71 68.19 58.70 58.82 68.63 74.27 59.19 67.81 58.14 58.36 70.15 65.41 75.32 58.91 58.02 48.37 58.29 75.91 58.53 56.88 57.14 56.47 57.50 57.58
487 372 16 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 66.77 58.11 57.80 57.92 89.06 56.97 74.59 68.05 57.17 57.54 76.46 76.97 75.22 57.65 58.14 57.20 58.42 55.56 76.58 56.99 55.62 58.67 57.07 56.82 56.99
504 372 16 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 75.10 67.21 58.59 58.37 58.33 58.19 73.55 58.34 67.90 57.05 69.37 58.31 74.75 69.89 58.05 57.20 75.05 69.67 57.72 58.56 47.73 76.43 57.78 56.75 56.73
505 372 16 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 67.79 58.53 57.33 58.50 58.34 69.52 67.95 58.62 68.61 57.81 76.59 57.09 75.15 56.24 58.49 68.60 56.63 68.79 57.29 46.82 55.62 75.66 56.80 56.06 57.71
506 372 16 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 58.71 57.68 69.52 59.07 66.78 75.30 73.66 58.31 69.22 57.36 56.83 57.27 75.31 58.72 58.76 68.85 75.24 57.84 75.21 46.19 57.01 57.23 57.70 57.62 56.79
507 372 16 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 60.03 58.70 58.09 58.53 57.71 57.62 74.86 57.25 58.65 68.02 68.65 70.35 75.31 75.96 58.06 75.35 57.86 57.13 75.31 57.37 56.36 46.17 69.86 75.33 57.35
524 372 16 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 74.68 58.11 58.02 58.33 58.44 57.22 67.76 58.06 47.14 58.97 57.75 57.75 69.45 57.32 57.83 68.54 57.89 68.10 76.17 47.52 56.74 76.39 56.17 57.48 47.33
525 372 16 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 73.51 58.26 69.16 57.96 69.17 58.00 58.36 47.21 67.46 58.12 56.87 55.16 70.09 57.15 57.87 66.44 56.22 75.56 56.85 57.51 57.49 75.34 56.70 57.52 57.00
526 372 16 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 68.96 58.44 59.43 58.35 58.94 59.09 59.43 58.23 57.70 68.97 69.40 69.11 89.81 58.77 46.50 69.44 58.22 73.85 57.52 57.65 57.26 74.93 57.49 57.14 57.87
527 372 16 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 59.29 66.86 57.95 58.59 58.48 75.21 74.81 67.86 68.31 58.32 58.09 57.55 75.46 67.19 68.81 68.52 58.59 49.33 57.86 56.26 56.81 45.47 56.62 57.01 57.64
544 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.80 91.68 91.07 90.42 72.75 90.93 90.73 91.03 91.44 91.25 92.27 90.65 93.73 91.89 92.94 91.45 92.16 92.72 91.02 93.12 92.72 90.52 93.28 92.33 90.26
545 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 92.41 92.41 91.38 89.72 92.83 90.76 91.38 91.12 90.80 91.79 91.48 88.71 91.14 91.74 92.70 92.99 93.27 90.23 90.99 92.73 92.73 93.41 91.10 90.84 92.66
546 372 16 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 92.34 91.18 91.29 89.37 90.68 90.81 89.98 90.66 91.14 91.08 94.69 90.70 90.42 90.91 93.39 90.04 94.76 93.48 90.84 90.61 91.76 93.07 93.69 91.40 89.98
547 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 91.96 91.57 92.29 91.46 92.94 90.72 90.52 89.09 92.68 92.27 92.89 89.23 92.24 92.22 88.66 91.65 93.34 90.26 92.36 93.01 94.03 93.98 91.87 92.61 92.07
564 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 92.67 93.87 91.51 92.60 91.39 92.49 91.00 90.23 91.66 92.52 91.28 89.85 90.02 92.31 91.98 92.46 92.71 92.08 89.13 71.79 92.42 92.22 71.64 92.02 89.60
565 372 16 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 93.01 92.99 94.39 92.91 93.07 90.13 92.38 91.51 92.25 90.80 91.64 92.66 90.81 91.15 90.20 92.50 93.21 92.32 92.00 94.34 90.81 93.92 92.27 92.73 91.43
566 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 92.80 92.17 92.88 91.38 92.50 91.36 90.96 91.89 91.14 91.48 93.40 91.00 91.40 89.48 91.66 90.71 92.37 90.56 92.71 93.46 92.73 93.41 71.41 93.31 92.48
567 372 16 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 92.86 91.59 73.31 91.99 91.65 93.60 92.64 74.71 92.25 92.12 89.36 91.78 92.68 92.24 90.55 90.92 91.29 94.15 91.13 92.27 92.11 73.12 92.73 92.43 92.13
584 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.78 93.37 91.57 92.30 92.58 91.19 94.15 93.54 93.54 92.12 91.57 90.02 92.37 93.88 92.56 92.25 91.77 92.22 93.94 93.80 92.70 72.75 91.94 93.85 91.46
585 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.85 93.48 94.35 92.38 93.66 91.51 94.01 90.05 92.37 91.04 90.95 92.71 90.69 94.12 90.27 92.77 93.83 90.76 91.52 77.08 94.58 93.07 92.79 93.64 92.80
586 372 16 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 92.69 93.17 93.46 91.27 93.90 91.83 91.54 91.83 92.93 90.92 92.49 89.15 92.77 91.40 90.43 91.46 93.53 93.32 93.36 92.43 93.38 93.27 71.48 92.66 91.92
587 372 16 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.02 89.90 93.97 90.15 91.79 92.45 91.72 90.78 90.10 91.67 91.94 91.65 92.58 91.75 93.84 93.36 89.85 92.41 93.56 92.74 92.15 94.17 92.31 91.89 93.06
604 372 16 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 58.36 58.42 58.12 59.60 58.87 76.14 75.42 58.43 58.04 56.86 57.44 75.87 68.95 57.90 58.71 75.90 57.65 75.10 55.92 57.05 44.69 56.66 56.76 59.10 56.10
605 372 16 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 59.49 58.46 58.94 58.60 67.62 68.70 68.05 58.70 57.84 58.33 75.67 56.43 68.14 58.84 57.81 75.56 57.98 46.08 57.90 58.33 57.06 58.76 57.07 58.28 58.23
606 372 16 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 73.44 57.94 75.17 58.31 58.68 68.42 75.12 56.92 58.86 57.73 56.71 56.79 67.60 48.73 58.15 75.40 47.99 68.80 76.27 57.86 55.87 76.06 56.19 58.71 57.04
607 372 16 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 59.23 58.03 59.19 58.76 58.66 75.53 74.94 57.60 57.39 58.52 75.23 70.83 74.28 58.48 58.94 58.14 57.58 73.84 75.47 57.00 46.98 75.66 56.44 57.42 57.15
624 372 16 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 73.19 69.27 57.82 58.07 48.64 57.66 58.65 58.00 56.56 56.61 68.60 57.01 74.69 57.36 57.73 74.54 57.67 68.23 71.01 56.53 56.02 76.28 57.79 57.64 44.22
625 372 16 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 74.19 58.54 73.81 69.63 58.15 68.92 73.56 67.84 58.70 58.26 58.09 57.72 75.08 69.33 59.55 57.66 58.29 58.06 75.23 46.11 58.37 75.40 56.71 59.13 58.11
626 372 16 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 68.20 68.48 73.96 58.65 59.15 67.75 74.35 57.59 58.54 58.27 75.96 69.83 74.36 58.00 57.50 75.30 74.90 68.78 70.58 58.26 57.74 58.72 56.68 45.34 57.95
627 372 16 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 68.22 58.48 57.78 58.64 58.86 57.04 73.98 68.03 47.22 58.12 58.00 75.18 74.73 47.02 58.11 70.09 58.14 74.15 76.70 56.54 45.97 55.75 56.86 56.92 56.67
644 372 16 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 60.64 58.72 57.95 58.49 58.51 58.17 73.72 68.17 57.58 57.90 57.89 57.95 75.40 60.01 58.85 75.33 58.10 68.69 70.96 57.92 58.61 47.47 57.41 57.51 69.25
645 372 16 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 58.33 68.52 68.72 58.25 58.83 69.88 76.19 57.47 57.59 70.68 75.73 71.30 75.54 57.74 58.30 57.08 44.53 57.79 74.92 45.01 58.27 75.84 57.13 56.71 56.55
646 372 16 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 58.27 68.39 58.56 58.26 69.73 57.75 57.90 68.76 67.80 57.75 75.51 57.52 74.54 57.78 58.50 75.75 67.43 75.47 75.10 57.77 56.70 56.81 57.57 57.31 56.96
647 372 16 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 72.89 58.48 58.83 58.28 59.35 76.07 74.98 67.56 75.07 56.00 75.48 58.67 75.69 58.60 58.07 68.51 57.91 57.50 58.61 44.09 56.79 75.04 57.07 58.19 47.51
664 372 16 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 73.95 58.66 58.12 58.39 57.67 57.23 67.46 58.01 58.85 68.73 67.62 69.98 75.69 57.74 58.90 74.75 58.00 68.13 76.23 57.77 55.71 76.00 56.70 58.13 56.88
665 372 16 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 75.05 58.98 68.08 58.84 57.92 69.62 69.91 48.77 68.71 57.62 68.73 57.92 68.90 57.37 58.44 75.77 57.30 75.78 57.50 57.23 56.42 76.46 56.25 58.33 55.96
666 372 16 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 58.01 74.19 67.69 58.34 58.76 57.70 75.14 57.72 47.59 58.62 57.75 57.14 57.77 58.04 58.11 74.18 46.28 75.47 54.03 57.12 56.92 76.24 56.73 58.38 56.16
667 372 16 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 74.50 58.30 57.82 57.91 58.46 54.65 74.74 57.62 48.71 58.86 57.50 55.92 75.02 55.63 58.48 75.15 57.74 57.83 76.44 57.91 56.92 76.46 56.56 57.08 45.35
684 372 16 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 58.71 58.42 67.53 58.43 57.80 75.55 68.29 58.26 57.90 58.12 77.15 57.13 75.88 57.56 57.09 69.16 45.82 69.43 57.75 44.14 44.79 69.88 56.56 69.87 57.67
685 372 16 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 74.93 58.62 57.80 58.77 58.43 69.70 57.81 56.96 57.82 68.05 58.12 69.63 69.18 56.78 57.97 75.45 57.07 90.29 75.72 55.77 56.38 47.65 57.11 69.20 58.77
686 372 16 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 73.63 58.67 53.56 59.00 58.35 57.80 69.20 57.66 75.47 68.72 75.40 57.89 69.09 58.44 58.50 67.66 58.57 75.52 75.92 57.32 56.15 75.86 57.32 57.66 58.09
687 372 16 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 57.84 57.80 58.03 57.88 57.61 56.87 68.75 57.05 58.24 57.50 57.50 57.72 69.19 57.45 57.91 75.77 57.95 73.91 70.18 58.22 56.67 44.87 42.91 56.95 56.90
704 372 16 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 68.24 58.59 58.98 58.41 58.53 58.00 59.27 58.04 56.22 58.13 58.06 55.78 69.40 69.53 57.24 58.54 69.98 74.27 75.85 56.43 44.43 56.32 56.68 57.69 55.82
705 372 16 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 70.63 58.54 57.81 58.66 58.39 58.58 57.82 57.53 68.79 56.69 75.36 57.87 75.23 59.36 58.89 69.31 58.00 57.45 76.69 44.86 57.95 57.18 57.52 57.33 57.95
706 372 16 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 59.06 58.14 57.68 58.48 58.39 68.24 73.87 57.72 57.46 57.08 57.56 56.62 75.29 74.64 57.63 68.61 57.95 58.13 75.46 58.31 55.32 47.26 56.40 56.35 46.74
707 372 16 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 73.88 58.02 58.27 57.56 58.40 58.00 73.94 56.98 67.13 59.14 69.07 58.50 67.55 57.82 57.54 75.44 56.85 43.83 76.65 58.05 56.92 56.72 57.43 57.05 56.36
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues = []
pvalues_real = []

for _,index in enumerate(dt_valid_sub.index):
  _, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
  pvalues_real.append(p_value)
  pvalues.append((p_value >= 0.05)*1)

  

dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues


dt_valid_sub1 = dt_valid_sub.query('sig == 1')


max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
545 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.60 90.74 88.61 89.91 90.04 89.39 90.03 89.62 90.53 88.81 90.04 89.20 90.04 89.33 89.64 89.80 90.21 88.13 90.26 88.95 88.71 89.90 89.00 88.58 90.37
364 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.50 89.72 87.39 76.91 88.89 89.65 87.33 90.05 89.65 88.77 90.38 91.71 90.26 89.25 89.94 90.59 90.68 89.92 89.34 89.58 89.84 89.00 89.30 89.15 89.35
365 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.32 89.76 89.41 89.64 89.15 90.16 89.44 89.98 88.37 90.26 90.06 90.00 88.92 88.78 89.58 90.29 91.02 89.49 91.76 90.20 88.83 89.65 90.80 90.04 89.05
366 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.78 77.79 88.20 90.22 88.59 90.99 88.70 89.64 89.64 90.17 89.45 89.87 89.24 89.96 89.07 89.22 90.91 88.95 90.89 89.05 89.81 88.64 88.86 89.15 88.90
566 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.65 90.31 91.48 90.66 88.71 90.12 88.75 90.20 87.39 88.65 90.39 89.91 89.13 88.66 89.73 89.11 88.57 89.69 91.12 89.19 90.71 87.70 76.56 90.29 89.30
384 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.42 77.02 89.09 90.02 87.83 91.21 89.63 89.17 87.54 88.68 90.63 91.77 89.36 88.28 89.84 88.89 88.81 89.74 90.20 90.39 89.14 88.79 87.72 89.76 90.91
385 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 89.31 87.21 89.67 88.66 89.61 89.43 88.35 89.40 89.60 91.18 91.03 90.33 89.95 89.26 89.52 89.69 88.47 89.73 89.62 89.01 89.67 89.77 88.80 91.36 88.92
386 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.16 89.67 89.33 89.47 89.52 89.18 90.50 89.51 90.09 90.66 90.03 89.62 90.05 90.09 88.48 87.73 89.55 88.87 89.50 90.02 90.42 89.23 89.84 88.24 90.14
387 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.42 89.57 89.57 90.41 90.18 89.85 88.23 89.34 89.43 89.66 91.75 90.85 90.67 87.54 89.88 89.07 89.99 89.11 90.46 89.89 90.50 88.38 89.29 91.07 89.50
584 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.83 89.68 88.90 89.74 89.11 90.15 90.98 90.40 89.67 88.88 87.94 90.19 87.30 89.65 88.89 90.58 89.79 91.00 90.50 90.14 88.20 75.56 89.14 88.54 89.71
585 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.03 89.78 89.58 88.80 89.04 90.20 88.72 90.72 88.98 89.85 89.93 90.99 88.70 89.38 88.76 89.74 90.39 89.28 90.62 76.36 89.67 88.72 89.16 88.86 90.05
405 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.51 89.27 88.12 87.94 90.37 90.02 87.55 91.39 88.88 88.63 89.32 89.41 89.49 89.32 90.07 90.14 91.81 90.59 88.56 88.85 90.47 88.84 90.19 87.97 89.33
406 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.23 86.75 88.17 89.60 89.92 89.66 88.41 91.22 89.91 89.58 90.11 91.17 89.90 90.08 89.62 89.14 89.43 89.03 89.39 89.02 89.65 88.69 77.96 89.93 89.56
407 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.74 88.31 87.99 89.40 88.55 88.72 90.09 89.12 88.88 90.04 91.76 91.75 89.60 89.22 88.94 91.22 89.02 90.56 89.43 88.38 89.60 88.55 89.41 91.23 88.32 
Size of the All data:  (144, 28)
Size of the Sig data:  (14, 28)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
2 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 92.41 92.41 91.38 89.72 92.83 90.76 91.38 91.12 90.80 91.79 91.48 88.71 91.14 91.74 92.70 92.99 93.27 90.23 90.99 92.73 92.73 93.41 91.10 90.84 92.66
9 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 91.19 93.26 91.95 72.71 92.60 91.57 90.20 91.41 90.05 92.54 92.57 92.31 91.41 92.79 91.64 91.16 90.94 91.47 91.66 91.01 92.94 92.81 92.28 92.20 91.20
0 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 92.25 90.45 92.12 92.57 92.31 90.94 90.19 91.73 90.68 92.67 92.30 91.28 88.73 89.99 91.06 90.50 91.79 92.32 92.46 93.52 92.26 92.36 92.75 93.68 92.49
7 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.66 72.75 93.43 91.33 92.10 91.32 90.80 90.67 93.70 92.38 94.34 90.65 91.01 90.10 90.96 91.59 91.63 93.49 91.88 94.04 92.47 91.96 92.57 91.89 91.26
11 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 92.80 92.17 92.88 91.38 92.50 91.36 90.96 91.89 91.14 91.48 93.40 91.00 91.40 89.48 91.66 90.71 92.37 90.56 92.71 93.46 92.73 93.41 71.41 93.31 92.48
12 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 93.38 73.30 93.17 93.82 92.64 91.11 92.42 93.02 91.75 92.71 93.68 91.81 92.82 89.94 92.95 90.83 91.95 90.72 90.62 92.69 91.86 93.79 91.02 92.84 91.84
5 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.78 89.61 92.66 90.93 91.99 91.92 92.52 92.00 90.68 92.33 93.38 90.33 92.74 92.27 90.29 92.14 92.00 91.50 91.31 91.87 93.65 93.93 92.76 92.50 91.23
3 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 93.79 92.68 93.20 92.85 91.65 91.56 91.63 90.92 92.48 93.58 94.23 90.43 90.83 92.21 89.17 92.62 93.22 93.43 91.67 93.12 94.08 93.93 92.32 91.37 91.04
1 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.04 91.81 92.99 91.64 91.51 91.11 92.26 92.97 90.22 94.10 91.58 91.15 92.45 90.83 91.21 91.45 91.86 90.68 91.11 93.15 93.33 92.31 93.04 94.17 93.17
13 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.78 93.37 91.57 92.30 92.58 91.19 94.15 93.54 93.54 92.12 91.57 90.02 92.37 93.88 92.56 92.25 91.77 92.22 93.94 93.80 92.70 72.75 91.94 93.85 91.46
8 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.85 93.48 94.35 92.38 93.66 91.51 94.01 90.05 92.37 91.04 90.95 92.71 90.69 94.12 90.27 92.77 93.83 90.76 91.52 77.08 94.58 93.07 92.79 93.64 92.80
6 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.56 93.00 93.59 91.75 93.46 91.55 89.97 92.97 93.52 92.93 91.96 92.05 91.22 93.83 93.14 90.33 93.36 91.62 93.77 92.96 94.96 91.97 92.67 92.55 92.00
10 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.42 92.36 92.46 90.43 94.55 91.09 92.75 93.11 92.71 92.43 90.66 93.50 92.66 91.49 92.46 91.18 91.21 92.06 93.43 92.33 92.16 92.96 77.87 93.94 92.97
4 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.05 92.49 92.77 91.36 92.62 91.92 91.15 90.50 91.01 93.43 92.34 92.80 91.84 91.62 90.41 92.62 92.12 93.42 91.43 93.89 91.81 92.53 91.40 92.71 90.86 
Size of the test data:  (14, 33)

Difference

Code 
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):   
   diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)

html_table = diff.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

# 
# show(diff)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 negative_count
545 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.81 1.67 2.77 -0.19 2.79 1.37 1.35 1.50 0.27 2.98 1.44 -0.49 1.10 2.41 3.06 3.19 3.06 2.10 0.73 3.78 4.02 3.51 2.10 2.26 2.29 2
384 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.96 -3.72 4.08 3.80 4.81 -0.10 2.79 3.85 4.21 4.03 3.05 0.04 3.46 1.66 3.11 1.94 3.14 0.98 0.42 2.30 2.72 5.00 3.30 3.08 0.93 2
584 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.95 3.69 2.67 2.56 3.47 1.04 3.17 3.14 3.87 3.24 3.63 -0.17 5.07 4.23 3.67 1.67 1.98 1.22 3.44 3.66 4.50 -2.81 2.80 5.31 1.75 2
364 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.69 3.54 4.56 -4.20 3.71 1.92 2.87 1.36 0.40 3.77 2.19 0.60 1.15 3.54 1.70 0.57 0.26 1.55 2.32 1.43 3.10 3.81 2.98 3.05 1.85 1
365 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.93 0.69 2.71 2.93 3.16 0.78 0.75 1.75 2.31 2.41 2.24 1.28 -0.19 1.21 1.48 0.21 0.77 2.83 0.70 3.32 3.43 2.71 1.95 3.64 3.44 1
366 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.88 -5.04 5.23 1.11 3.51 0.33 2.10 1.03 4.06 2.21 4.89 0.78 1.77 0.14 1.89 2.37 0.72 4.54 0.99 4.99 2.66 3.32 3.71 2.74 2.36 1
566 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.15 1.86 1.40 0.72 3.79 1.24 2.21 1.69 3.75 2.83 3.01 1.09 2.27 0.82 1.93 1.60 3.80 0.87 1.59 4.27 2.02 5.71 -5.15 3.02 3.18 1
387 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.62 2.24 3.42 1.23 1.33 1.26 4.03 3.63 0.79 4.44 -0.17 0.30 1.78 3.29 1.33 2.38 1.87 1.57 0.65 3.26 2.83 3.93 3.75 3.10 3.67 1
585 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.82 3.70 4.77 3.58 4.62 1.31 5.29 -0.67 3.39 1.19 1.02 1.72 1.99 4.74 1.51 3.03 3.44 1.48 0.90 0.72 4.91 4.35 3.63 4.78 2.75 1
406 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.19 5.61 4.29 0.83 4.63 1.43 4.34 1.89 2.80 2.85 0.55 2.33 2.76 1.41 2.84 2.04 1.78 3.03 4.04 3.31 2.51 4.27 -0.09 4.01 3.41 1
385 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.47 2.40 2.99 2.27 2.38 2.49 4.17 2.60 1.08 1.15 2.35 -0.00 2.79 3.01 0.77 2.45 3.53 1.77 1.69 2.86 3.98 4.16 3.96 1.14 2.31 0
386 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.63 3.01 3.87 3.38 2.13 2.38 1.13 1.41 2.39 2.92 4.20 0.81 0.78 2.12 0.69 4.89 3.67 4.56 2.17 3.10 3.66 4.70 2.48 3.13 0.90 0
405 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.05 3.73 5.47 3.81 3.09 1.53 2.42 1.58 4.64 4.30 2.64 2.64 1.73 4.51 3.07 0.19 1.55 1.03 5.21 4.11 4.49 3.13 2.48 4.58 2.67 0
407 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.31 4.18 4.78 1.96 4.07 3.20 1.06 1.38 2.13 3.39 0.58 1.05 2.24 2.40 1.47 1.40 3.10 2.86 2.00 5.51 2.21 3.98 1.99 1.48 2.54 0

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_12 90.483571 0.886641
mAP_valid_abs_values_11 90.201429 0.975783
mAP_valid_abs_values_19 90.117857 0.855023
mAP_valid_abs_values_8 89.982857 0.729103
mAP_valid_abs_values_6 89.909286 0.662181
mAP_valid_abs_values_17 89.903571 1.000266
mAP_valid_abs_values_22 89.658571 0.738708
mAP_valid_abs_values_16 89.657857 0.887149
mAP_valid_abs_values_25 89.583571 1.121089
mAP_valid_abs_values_18 89.577857 0.774479
mAP_valid_abs_values_10 89.558571 0.838395
mAP_valid_abs_values_26 89.529286 0.672280
mAP_valid_abs_values_13 89.472143 0.829404
mAP_valid_abs_values_15 89.425714 0.500272
mAP_valid_abs_values_5 89.250714 0.724924
mAP_valid_abs_values_14 89.200000 0.706388
mAP_valid_abs_values_9 89.182857 0.914191
mAP_valid_abs_values_7 89.050714 1.090508
mAP_valid_abs_values 89.035714 0.952339
mAP_valid_abs_values_3 88.965000 1.015501
mAP_valid_abs_values_4 88.670000 3.461007
mAP_valid_abs_values_21 88.502143 3.547357
mAP_valid_abs_values_23 87.958571 3.615975
mAP_valid_abs_values_24 87.573571 4.434103
mAP_valid_abs_values_2 87.541429 4.436738


We then apply the hyperparameters to the test set and average the results.

Code 
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_22 93.018571 0.981372
mAP_test_abs_values_25 92.820714 1.009566
mAP_test_abs_values_3 92.751429 0.812412
mAP_test_abs_values_5 92.642857 0.808707
mAP_test_abs_values_10 92.537857 0.818039
mAP_test_abs_values_11 92.460000 1.184347
mAP_test_abs_values_17 92.237143 0.862353
mAP_test_abs_values_19 92.035714 1.060702
mAP_test_abs_values 91.997143 0.919201
mAP_test_abs_values_26 91.961429 0.791978
mAP_test_abs_values_8 91.850000 1.123395
mAP_test_abs_values_21 91.832143 4.325604
mAP_test_abs_values_9 91.760714 1.280616
mAP_test_abs_values_18 91.748571 1.121502
average_map 91.742429 0.422900
mAP_test_abs_values_7 91.742143 1.336213
mAP_test_abs_values_14 91.735000 1.549708
mAP_test_abs_values_16 91.652857 0.905423
mAP_test_abs_values_13 91.522143 1.096773
mAP_test_abs_values_23 91.513571 5.442791
mAP_test_abs_values_15 91.462857 1.191847
mAP_test_abs_values_6 91.350714 0.343454
mAP_test_abs_values_12 91.339286 1.285388
mAP_test_abs_values_4 90.369286 5.186612
mAP_test_abs_values_24 89.708571 6.539997
mAP_test_abs_values_2 89.510000 7.067182
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
545 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.60 90.74 88.61 89.91 90.04 89.39 90.03 89.62 90.53 88.81 90.04 89.20 90.04 89.33 89.64 89.80 90.21 88.13 90.26 88.95 88.71 89.90 89.00 88.58 90.37
364 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.50 89.72 87.39 76.91 88.89 89.65 87.33 90.05 89.65 88.77 90.38 91.71 90.26 89.25 89.94 90.59 90.68 89.92 89.34 89.58 89.84 89.00 89.30 89.15 89.35
365 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.32 89.76 89.41 89.64 89.15 90.16 89.44 89.98 88.37 90.26 90.06 90.00 88.92 88.78 89.58 90.29 91.02 89.49 91.76 90.20 88.83 89.65 90.80 90.04 89.05
566 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.65 90.31 91.48 90.66 88.71 90.12 88.75 90.20 87.39 88.65 90.39 89.91 89.13 88.66 89.73 89.11 88.57 89.69 91.12 89.19 90.71 87.70 76.56 90.29 89.30
385 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 89.31 87.21 89.67 88.66 89.61 89.43 88.35 89.40 89.60 91.18 91.03 90.33 89.95 89.26 89.52 89.69 88.47 89.73 89.62 89.01 89.67 89.77 88.80 91.36 88.92
386 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.16 89.67 89.33 89.47 89.52 89.18 90.50 89.51 90.09 90.66 90.03 89.62 90.05 90.09 88.48 87.73 89.55 88.87 89.50 90.02 90.42 89.23 89.84 88.24 90.14
387 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.42 89.57 89.57 90.41 90.18 89.85 88.23 89.34 89.43 89.66 91.75 90.85 90.67 87.54 89.88 89.07 89.99 89.11 90.46 89.89 90.50 88.38 89.29 91.07 89.50
584 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.83 89.68 88.90 89.74 89.11 90.15 90.98 90.40 89.67 88.88 87.94 90.19 87.30 89.65 88.89 90.58 89.79 91.00 90.50 90.14 88.20 75.56 89.14 88.54 89.71
405 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.51 89.27 88.12 87.94 90.37 90.02 87.55 91.39 88.88 88.63 89.32 89.41 89.49 89.32 90.07 90.14 91.81 90.59 88.56 88.85 90.47 88.84 90.19 87.97 89.33 
Size of the All data:  (144, 28)
Size of the Sig data:  (9, 33)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
2 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 92.41 92.41 91.38 89.72 92.83 90.76 91.38 91.12 90.80 91.79 91.48 88.71 91.14 91.74 92.70 92.99 93.27 90.23 90.99 92.73 92.73 93.41 91.10 90.84 92.66
6 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 91.19 93.26 91.95 72.71 92.60 91.57 90.20 91.41 90.05 92.54 92.57 92.31 91.41 92.79 91.64 91.16 90.94 91.47 91.66 91.01 92.94 92.81 92.28 92.20 91.20
0 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 92.25 90.45 92.12 92.57 92.31 90.94 90.19 91.73 90.68 92.67 92.30 91.28 88.73 89.99 91.06 90.50 91.79 92.32 92.46 93.52 92.26 92.36 92.75 93.68 92.49
7 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 92.80 92.17 92.88 91.38 92.50 91.36 90.96 91.89 91.14 91.48 93.40 91.00 91.40 89.48 91.66 90.71 92.37 90.56 92.71 93.46 92.73 93.41 71.41 93.31 92.48
4 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.78 89.61 92.66 90.93 91.99 91.92 92.52 92.00 90.68 92.33 93.38 90.33 92.74 92.27 90.29 92.14 92.00 91.50 91.31 91.87 93.65 93.93 92.76 92.50 91.23
3 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 93.79 92.68 93.20 92.85 91.65 91.56 91.63 90.92 92.48 93.58 94.23 90.43 90.83 92.21 89.17 92.62 93.22 93.43 91.67 93.12 94.08 93.93 92.32 91.37 91.04
1 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.04 91.81 92.99 91.64 91.51 91.11 92.26 92.97 90.22 94.10 91.58 91.15 92.45 90.83 91.21 91.45 91.86 90.68 91.11 93.15 93.33 92.31 93.04 94.17 93.17
8 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.78 93.37 91.57 92.30 92.58 91.19 94.15 93.54 93.54 92.12 91.57 90.02 92.37 93.88 92.56 92.25 91.77 92.22 93.94 93.80 92.70 72.75 91.94 93.85 91.46
5 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.56 93.00 93.59 91.75 93.46 91.55 89.97 92.97 93.52 92.93 91.96 92.05 91.22 93.83 93.14 90.33 93.36 91.62 93.77 92.96 94.96 91.97 92.67 92.55 92.00 
Size of the test data:  (9, 33)

Difference

Code 
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):   
   diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)

diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)


html_table = diff_mw.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 negative_count
545 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.81 1.67 2.77 -0.19 2.79 1.37 1.35 1.50 0.27 2.98 1.44 -0.49 1.10 2.41 3.06 3.19 3.06 2.10 0.73 3.78 4.02 3.51 2.10 2.26 2.29 2
584 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.95 3.69 2.67 2.56 3.47 1.04 3.17 3.14 3.87 3.24 3.63 -0.17 5.07 4.23 3.67 1.67 1.98 1.22 3.44 3.66 4.50 -2.81 2.80 5.31 1.75 2
364 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 3.69 3.54 4.56 -4.20 3.71 1.92 2.87 1.36 0.40 3.77 2.19 0.60 1.15 3.54 1.70 0.57 0.26 1.55 2.32 1.43 3.10 3.81 2.98 3.05 1.85 1
365 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.93 0.69 2.71 2.93 3.16 0.78 0.75 1.75 2.31 2.41 2.24 1.28 -0.19 1.21 1.48 0.21 0.77 2.83 0.70 3.32 3.43 2.71 1.95 3.64 3.44 1
566 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 5.15 1.86 1.40 0.72 3.79 1.24 2.21 1.69 3.75 2.83 3.01 1.09 2.27 0.82 1.93 1.60 3.80 0.87 1.59 4.27 2.02 5.71 -5.15 3.02 3.18 1
387 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.62 2.24 3.42 1.23 1.33 1.26 4.03 3.63 0.79 4.44 -0.17 0.30 1.78 3.29 1.33 2.38 1.87 1.57 0.65 3.26 2.83 3.93 3.75 3.10 3.67 1
385 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.47 2.40 2.99 2.27 2.38 2.49 4.17 2.60 1.08 1.15 2.35 -0.00 2.79 3.01 0.77 2.45 3.53 1.77 1.69 2.86 3.98 4.16 3.96 1.14 2.31 0
386 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 4.63 3.01 3.87 3.38 2.13 2.38 1.13 1.41 2.39 2.92 4.20 0.81 0.78 2.12 0.69 4.89 3.67 4.56 2.17 3.10 3.66 4.70 2.48 3.13 0.90 0
405 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.05 3.73 5.47 3.81 3.09 1.53 2.42 1.58 4.64 4.30 2.64 2.64 1.73 4.51 3.07 0.19 1.55 1.03 5.21 4.11 4.49 3.13 2.48 4.58 2.67 0 
Are the keys of the valid and test dfs same?:  False

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_12 90.135556 0.771915
mAP_valid_abs_values_19 90.124444 0.977588
mAP_valid_abs_values_11 90.104444 1.062651
mAP_valid_abs_values_17 90.010000 1.087118
mAP_valid_abs_values_8 89.987778 0.643599
mAP_valid_abs_values_6 89.772222 0.372551
mAP_valid_abs_values_22 89.705556 0.920504
mAP_valid_abs_values_16 89.666667 0.917483
mAP_valid_abs_values_18 89.614444 0.866864
mAP_valid_abs_values_2 89.547778 0.978031
mAP_valid_abs_values_21 89.536667 0.545161
mAP_valid_abs_values_13 89.534444 1.002860
mAP_valid_abs_values_15 89.525556 0.518269
mAP_valid_abs_values_26 89.518889 0.479282
mAP_valid_abs_values_5 89.508889 0.590920
mAP_valid_abs_values_10 89.500000 0.977497
mAP_valid_abs_values_25 89.471111 1.257562
mAP_valid_abs_values_9 89.290000 0.948143
mAP_valid_abs_values_3 89.164444 1.144903
mAP_valid_abs_values_14 89.097778 0.721245
mAP_valid_abs_values 89.033333 1.056646
mAP_valid_abs_values_7 89.017778 1.293800
mAP_valid_abs_values_4 88.148889 4.295895
mAP_valid_abs_values_24 88.102222 4.374571
mAP_valid_abs_values_23 87.558889 4.554128


We then apply the hyperparameters to the test set and average the results.

Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_22 92.864167 0.902692
mAP_test_abs_values_25 92.577778 0.914571
mAP_test_abs_values_11 92.552778 1.216636
mAP_test_abs_values_10 92.515833 0.886091
mAP_test_abs_values_3 92.188611 3.353812
mAP_test_abs_values_17 92.132222 1.090175
mAP_test_abs_values 92.121667 0.946722
mAP_test_abs_values_18 91.885556 1.177684
mAP_test_abs_values_23 91.874722 4.738033
mAP_test_abs_values_26 91.845000 0.971151
mAP_test_abs_values_19 91.756944 1.011976
mAP_test_abs_values_21 91.722222 4.388158
mAP_test_abs_values_5 91.687500 3.359812
mAP_test_abs_values_7 91.653611 1.063528
average_map 91.629556 0.584370
mAP_test_abs_values_16 91.601389 0.833725
mAP_test_abs_values_9 91.593056 1.115893
mAP_test_abs_values_14 91.580278 1.183101
mAP_test_abs_values_13 91.560556 1.231338
mAP_test_abs_values_6 91.404722 0.606717
mAP_test_abs_values_15 91.303056 1.356516
mAP_test_abs_values_12 91.091944 1.064150
mAP_test_abs_values_8 91.081111 3.023603
mAP_test_abs_values_4 90.566111 4.548844
mAP_test_abs_values_24 90.233611 6.245111
mAP_test_abs_values_2 89.344444 6.719654


Summary using radar plot

Code 
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test1['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid1['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "T-Test",
        'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range1.min()), round(data_range1.max()) + 1]
    )),
  showlegend=True
)

fig.show()

##############


res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")

data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))

categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test2['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid2['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "MU-Test",
         'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range2.min()), round(data_range2.max()) + 1]
    )),
  showlegend=True
)

fig.show()




The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
0 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 65.08 71.42 58.92 72.74 65.45 56.49 64.43 65.40 66.53 73.21 71.77 42.66 73.21 64.22 73.58 64.23 65.05 65.90 75.61 66.63 66.89 67.82 66.01 65.78 66.67
1 372 8 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 69.29 65.24 63.76 64.18 71.84 61.50 59.77 65.18 65.48 64.65 73.48 63.66 73.45 64.79 63.53 63.58 65.63 63.52 62.74 70.49 66.28 63.75 65.42 64.12 66.40
2 372 8 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 65.18 65.49 66.64 64.59 65.64 66.88 59.07 64.90 65.26 64.92 55.33 64.21 65.45 64.87 64.26 72.62 64.71 72.28 60.93 65.79 65.03 65.36 63.94 66.00 64.07
3 372 8 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 64.63 65.05 63.98 64.03 65.74 74.29 55.75 64.68 72.73 56.28 62.89 63.98 72.48 64.43 63.52 64.22 64.78 67.65 62.99 66.34 65.22 65.12 65.80 64.73 64.42
20 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 72.52 65.61 69.27 63.90 73.64 61.75 73.31 64.06 73.09 65.52 73.81 69.21 84.00 72.82 65.20 64.46 62.72 73.55 55.28 65.74 65.16 64.41 64.70 65.76 64.82
21 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 66.11 65.31 55.89 64.21 64.97 64.02 71.86 63.68 73.28 65.03 74.88 63.10 73.09 63.63 64.48 74.70 64.32 64.20 69.55 65.09 64.90 65.83 63.83 64.16 65.61
22 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 72.98 62.15 65.28 65.76 73.15 62.84 72.09 64.60 42.66 64.98 62.78 63.10 74.21 64.44 66.27 74.04 64.20 73.82 64.17 65.88 65.81 64.63 65.57 63.47 64.38
23 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 64.81 65.12 73.46 64.67 65.20 74.57 71.46 64.28 73.10 64.84 74.66 62.95 73.63 63.44 65.33 75.28 63.43 63.73 65.04 64.98 66.47 64.23 64.54 63.65 64.53
40 372 8 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 72.95 64.59 72.88 64.23 73.35 74.28 73.79 62.69 74.34 63.67 73.73 63.12 73.42 62.07 63.64 73.16 63.73 63.02 64.31 65.12 65.38 62.67 65.52 64.29 65.09
41 372 8 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 72.94 73.22 64.88 42.66 73.49 65.04 73.60 64.53 73.78 73.72 68.60 61.46 73.27 64.59 63.42 80.93 64.76 64.85 74.87 64.59 64.63 64.41 64.47 64.85 63.49
42 372 8 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 72.30 72.50 65.52 65.06 68.32 64.57 73.20 64.25 72.94 65.56 74.87 63.43 73.98 84.03 64.01 66.02 65.55 63.57 64.27 54.98 52.64 73.16 63.83 64.00 65.02
43 372 8 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 72.47 65.24 71.26 65.53 73.60 74.25 55.18 64.93 65.29 73.60 63.23 63.56 74.10 64.68 64.63 63.61 63.56 74.21 75.40 63.99 64.83 64.41 65.41 64.13 63.59
60 372 8 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 63.36 65.44 65.64 67.27 64.88 64.98 66.56 66.34 65.32 66.66 55.97 65.05 55.46 66.87 65.51 71.00 65.15 66.80 65.18 66.32 66.45 66.17 66.97 65.57 67.63
61 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 71.61 65.59 65.54 64.37 65.40 65.17 71.87 66.14 64.17 66.23 74.49 62.70 73.66 64.03 64.08 65.30 64.48 63.89 63.38 65.87 67.14 65.67 65.20 64.68 65.91
62 372 8 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 56.21 65.40 64.06 65.11 64.31 68.60 65.45 64.76 64.65 55.99 55.73 63.11 65.61 63.80 64.56 64.56 63.42 71.86 68.30 66.23 67.00 63.73 64.75 64.69 64.60
63 372 8 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 65.42 65.25 64.85 64.81 71.19 61.89 71.70 64.56 65.74 66.50 55.78 65.07 65.10 64.02 65.32 63.32 63.33 65.10 64.44 65.30 64.86 64.22 66.73 64.84 65.34
80 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 73.40 65.42 65.64 64.36 71.90 64.27 73.44 65.18 42.66 65.02 83.11 62.97 72.86 64.34 42.66 71.89 66.60 64.57 62.16 64.96 65.94 64.11 65.08 64.89 64.11
81 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 64.86 65.75 73.22 64.25 64.84 63.71 73.78 64.05 65.31 73.21 73.93 64.23 85.99 63.18 64.07 73.23 62.86 73.73 64.56 65.46 53.37 64.36 63.79 64.94 63.01
82 372 8 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 66.26 65.32 64.48 63.86 63.18 74.55 71.54 63.82 73.62 65.90 74.32 63.85 72.59 63.54 63.29 63.73 63.13 55.29 64.18 65.34 64.86 64.13 64.24 64.35 64.26
83 372 8 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 72.77 65.54 72.87 64.05 64.84 74.93 64.84 65.06 65.01 63.83 68.79 62.59 42.66 64.18 63.17 55.28 42.66 65.07 63.68 64.34 64.35 64.75 63.91 65.07 64.33
100 372 8 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 73.15 63.77 65.21 65.30 62.66 69.81 72.22 73.98 63.93 64.34 63.44 60.89 54.62 63.43 63.94 69.13 63.55 82.94 75.30 63.67 64.08 65.39 62.92 64.65 64.34
101 372 8 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 64.87 65.94 65.68 64.95 64.83 63.37 73.01 64.53 64.38 83.73 64.17 63.44 73.89 64.23 63.85 65.64 63.30 64.59 62.68 66.46 64.08 64.02 63.62 65.02 64.91
102 372 8 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 72.73 64.58 64.59 65.83 65.58 63.18 65.51 64.90 64.67 73.19 63.25 61.95 74.05 68.90 63.65 63.94 64.87 64.57 63.59 70.73 65.16 64.31 63.90 64.93 65.41
103 372 8 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 70.88 64.81 62.83 42.66 63.92 63.86 72.05 65.71 73.72 65.67 62.76 63.90 85.08 62.86 63.66 74.14 63.23 73.75 64.24 63.72 65.44 63.04 64.32 63.41 64.54
120 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 56.17 66.60 64.36 65.85 72.33 42.66 65.28 63.64 75.14 64.84 75.06 61.19 72.67 63.09 64.56 73.50 64.26 62.57 72.35 66.46 66.59 65.49 64.90 65.25 66.97
121 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 71.15 64.08 65.09 66.40 42.66 72.33 71.25 64.35 63.51 72.60 64.78 63.30 72.65 63.37 63.91 64.96 63.37 66.33 74.68 64.98 65.38 66.00 65.14 65.47 64.69
122 372 8 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 64.39 63.60 63.27 64.63 65.01 63.61 73.77 63.87 64.25 64.81 62.52 63.76 74.10 54.81 64.25 63.22 63.27 72.16 61.92 66.05 67.03 64.26 64.62 63.53 64.00
123 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 65.86 64.80 63.66 66.04 65.59 55.78 64.89 65.99 72.73 64.90 65.80 65.52 55.39 64.03 64.47 77.82 65.04 73.18 65.53 66.28 66.03 65.69 64.70 66.33 66.14
140 372 8 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 65.68 64.39 72.42 66.30 64.87 62.33 72.40 63.45 62.81 65.23 64.47 63.47 56.23 64.63 64.82 55.54 63.10 64.09 62.26 64.80 42.66 63.99 65.15 66.23 66.02
141 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 42.66 82.49 64.94 64.09 63.88 72.86 72.98 64.53 64.30 73.51 74.87 64.76 74.25 64.11 42.66 84.67 42.66 81.63 64.68 63.80 64.95 65.17 65.28 64.78 64.51
142 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 72.65 64.68 73.29 64.92 64.32 62.09 71.97 65.04 65.01 64.49 74.62 69.83 73.45 73.51 64.09 74.37 64.11 63.35 75.27 65.20 64.28 63.85 65.20 65.46 64.57
143 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 70.61 64.50 64.76 65.24 64.95 84.29 65.10 65.31 65.73 64.43 73.99 63.69 65.18 64.37 64.86 64.31 64.50 74.48 75.12 65.09 64.72 64.90 65.12 63.99 65.10
160 372 8 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 72.86 64.30 65.13 65.81 64.46 62.01 73.43 65.12 69.46 83.78 74.17 63.55 85.08 73.07 65.58 74.62 64.97 71.95 68.91 64.47 66.10 64.41 63.72 65.30 64.33
161 372 8 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 72.84 64.71 66.19 65.62 65.08 63.93 75.11 65.69 72.86 65.54 64.32 74.40 73.82 64.56 64.56 74.09 64.18 74.21 63.46 64.65 64.88 64.87 65.17 63.70 63.19
162 372 8 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 73.04 42.66 64.07 65.71 64.48 73.46 73.86 64.34 73.22 64.29 74.85 61.99 73.33 42.66 63.92 74.31 42.66 63.70 63.26 63.29 63.99 65.53 64.36 64.60 64.02
163 372 8 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 73.10 66.87 63.95 64.61 73.76 62.31 72.54 64.90 55.97 72.81 63.79 62.88 74.11 63.34 64.09 64.20 63.67 65.02 64.27 63.99 65.74 63.71 63.93 64.17 65.34
180 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 72.21 65.40 64.62 73.47 63.91 70.51 72.26 64.24 64.78 72.22 71.54 61.81 71.07 62.35 64.50 63.49 72.77 76.90 62.25 65.21 64.59 65.61 65.39 64.74 63.79
181 372 8 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 73.13 71.90 64.70 65.88 65.53 62.42 66.31 65.81 64.97 65.33 62.67 64.56 63.33 64.03 64.03 73.63 64.33 64.95 62.80 65.41 63.85 65.44 64.95 66.50 66.27
182 372 8 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 66.10 66.24 65.74 63.95 60.63 63.77 72.41 64.52 66.98 64.43 63.52 64.08 72.54 64.41 64.00 64.69 64.45 56.23 63.50 65.86 66.59 65.23 63.31 66.01 64.48
183 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 71.31 65.48 72.62 64.13 65.39 62.74 70.05 65.45 65.11 72.35 72.96 72.46 73.02 64.71 63.48 72.23 64.11 73.28 64.31 67.40 66.48 65.29 65.01 66.24 65.48
200 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 70.97 71.33 64.29 65.74 66.36 61.77 65.67 64.02 65.45 65.25 63.69 64.62 66.83 63.98 64.19 73.53 63.98 65.00 62.99 66.70 66.83 65.40 64.02 65.05 65.63
201 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 73.20 66.25 65.34 64.63 64.11 63.63 73.31 73.92 65.79 65.06 73.90 63.20 69.26 64.28 63.34 73.28 62.45 64.79 64.35 64.63 65.48 64.54 66.59 64.59 65.16
202 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 73.26 73.47 72.45 65.19 64.95 74.12 73.17 65.12 70.32 65.06 69.70 63.41 74.21 65.77 63.75 72.67 64.28 65.08 73.35 63.76 65.38 72.66 64.51 65.40 65.19
203 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 71.79 64.96 64.96 64.75 65.54 69.91 72.78 65.31 64.96 64.88 65.00 73.84 73.71 63.04 65.17 63.33 64.32 71.59 64.57 64.35 64.58 64.11 64.70 64.81 65.81
220 372 8 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 72.04 65.79 64.92 64.34 72.36 62.77 42.66 64.30 65.31 64.94 64.87 63.77 71.87 63.58 65.31 67.41 63.99 73.73 64.56 65.00 65.57 64.23 65.15 66.15 64.18
221 372 8 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 72.97 64.22 64.38 64.78 73.80 64.26 73.32 65.08 74.60 64.20 73.06 74.36 74.36 63.12 64.27 75.04 64.46 64.13 64.46 64.44 65.24 64.17 64.47 64.32 64.90
222 372 8 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 72.16 64.36 72.81 64.52 64.46 62.48 82.86 65.02 72.24 73.94 74.38 69.21 74.54 63.39 63.92 73.34 62.85 73.46 74.88 63.78 65.91 63.25 64.98 64.45 63.84
223 372 8 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 73.41 64.98 64.97 65.93 65.23 62.17 72.78 74.30 65.59 67.73 64.25 63.57 73.68 63.57 65.32 64.31 64.00 66.69 68.72 64.20 64.37 64.56 64.23 65.68 63.92
240 372 8 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 71.36 66.03 64.25 64.89 63.48 70.57 63.86 63.76 65.30 63.61 61.21 61.87 64.18 63.67 65.20 72.63 63.84 62.43 61.83 64.89 65.32 66.84 63.73 65.81 64.88
241 372 8 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 73.61 65.19 64.73 64.79 55.50 60.00 70.96 64.61 84.96 65.24 67.06 63.53 64.30 63.58 64.43 63.89 63.56 72.30 72.39 66.13 64.15 65.39 64.65 64.38 64.36
242 372 8 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 56.67 64.64 62.20 65.20 56.30 65.29 64.52 64.68 72.19 64.86 65.06 64.39 64.15 63.60 64.55 63.20 63.66 64.10 62.70 64.82 64.36 66.05 64.76 65.31 65.03
243 372 8 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 65.61 64.78 64.93 64.85 72.15 64.92 61.77 64.21 72.60 55.86 73.93 64.07 73.73 63.74 63.33 64.31 55.99 64.52 64.86 64.84 65.16 65.22 63.96 64.83 64.76
260 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 56.08 72.86 55.33 66.18 64.65 64.05 71.89 65.08 66.22 65.43 73.58 73.01 73.12 84.43 65.57 72.44 64.99 64.47 56.01 42.66 66.50 64.65 65.34 64.64 65.36
261 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 73.26 73.30 65.00 65.68 64.53 64.04 66.28 65.58 72.51 64.60 64.01 65.06 74.76 63.39 65.36 74.11 65.02 75.23 63.09 65.55 65.04 64.52 65.06 63.87 64.51
262 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 73.65 65.48 72.02 65.46 63.65 65.12 71.78 65.28 83.88 65.64 64.32 62.46 74.80 64.20 63.73 85.23 63.52 64.82 62.34 64.31 65.55 65.26 63.57 64.01 66.24
263 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 68.48 64.63 73.25 64.94 63.47 64.82 86.60 65.28 73.76 63.73 74.89 64.55 66.42 72.39 63.74 73.38 64.55 74.32 74.22 63.81 65.19 63.16 64.15 64.72 64.08
280 372 8 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 72.16 74.14 73.08 65.77 73.07 71.05 72.49 73.62 63.76 72.62 56.03 61.01 74.86 64.16 64.04 67.23 63.99 65.05 63.15 64.33 64.19 64.71 65.02 64.06 64.60
281 372 8 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 73.66 66.08 73.17 73.84 66.02 75.67 66.37 64.23 73.11 65.12 63.80 87.04 54.46 66.47 65.39 82.78 63.71 75.02 70.92 65.06 64.66 64.86 65.93 64.51 64.46
282 372 8 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 72.93 64.35 55.89 73.15 64.62 61.86 72.66 65.08 65.30 73.73 74.11 62.78 74.09 64.05 63.31 63.37 64.87 72.67 75.79 64.30 65.98 65.25 52.40 64.10 65.31
283 372 8 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 55.54 65.12 65.53 65.09 72.95 63.76 73.41 65.18 66.40 64.54 74.83 64.45 74.08 63.78 64.50 65.31 64.39 63.44 69.77 64.82 66.06 64.36 63.90 64.28 51.49
300 372 8 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 64.18 65.47 56.10 64.47 63.80 60.70 65.26 65.81 73.00 64.79 61.21 61.11 72.68 64.49 64.14 62.96 63.64 64.62 62.08 65.23 66.34 65.65 64.38 65.75 63.58
301 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 64.23 64.76 64.50 66.52 72.30 64.86 77.57 65.76 68.83 64.91 73.25 64.64 72.58 64.81 64.83 72.51 65.09 66.00 71.58 66.07 65.06 63.70 64.90 64.36 65.80
302 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 71.42 64.52 72.25 64.49 63.77 74.20 71.82 72.78 64.67 73.03 63.91 63.29 81.15 64.61 64.60 59.45 63.56 66.65 63.81 65.22 65.95 64.73 64.28 67.25 65.22
303 372 8 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 72.84 63.65 64.03 63.52 59.59 63.03 71.37 63.81 65.89 65.66 64.80 62.66 55.84 63.44 65.25 69.05 63.29 68.81 64.02 65.91 66.53 82.56 64.70 63.84 64.95
320 372 8 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 72.21 42.66 66.57 64.90 64.76 64.00 42.66 64.87 65.18 72.16 64.59 63.34 70.60 67.24 63.68 64.79 64.56 62.96 62.55 65.67 65.38 64.26 65.32 65.63 64.62
321 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 72.11 64.35 64.42 63.57 56.27 71.79 71.65 66.68 65.10 64.88 64.21 63.67 74.13 63.81 73.67 64.46 62.56 72.82 75.11 65.02 65.60 64.45 66.70 64.59 64.69
322 372 8 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 73.52 66.14 73.06 64.31 64.83 64.62 82.16 65.08 69.61 64.57 62.85 64.34 74.50 63.60 63.27 74.31 52.05 64.54 56.14 64.12 65.76 64.08 64.33 64.20 64.78
323 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 65.35 66.09 65.14 64.24 64.37 63.58 73.23 65.17 72.36 72.27 55.79 65.09 73.93 74.34 64.70 73.52 70.05 64.07 64.05 64.07 65.31 64.37 64.84 63.92 63.69
340 372 8 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 73.30 65.95 72.46 65.03 65.06 63.42 72.16 65.99 65.30 65.33 74.04 63.08 74.03 63.16 63.16 74.20 64.53 74.35 69.67 52.84 66.46 66.30 65.14 64.23 64.93
341 372 8 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 72.56 65.64 73.29 64.48 72.68 62.09 73.69 65.29 63.44 64.33 62.73 62.85 74.87 74.08 65.50 63.98 63.47 65.02 63.86 65.08 65.37 63.88 64.82 64.57 65.36
342 372 8 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 72.93 64.45 65.17 64.28 64.33 75.03 72.47 64.47 72.38 69.17 74.80 64.47 74.04 63.81 64.63 64.66 63.89 64.09 64.13 62.91 64.75 64.91 64.72 64.49 63.59
343 372 8 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 73.29 65.09 55.35 65.79 73.43 63.74 86.06 64.45 63.17 63.52 74.40 73.01 63.28 63.36 65.31 55.53 74.17 65.02 71.54 64.39 63.83 63.56 64.96 64.47 64.42
360 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 74.32 65.19 68.16 65.30 65.93 68.32 73.27 64.42 67.23 64.24 64.29 63.38 64.95 50.06 63.99 63.92 67.29 52.13 74.91 65.15 64.55 74.36 65.39 53.86 64.53
361 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 72.93 64.86 65.64 69.47 65.16 74.92 73.32 64.09 63.66 64.42 69.05 66.48 73.70 53.54 63.90 73.13 64.90 64.12 64.31 63.22 54.73 72.66 64.96 64.57 64.04
362 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 73.87 64.11 64.83 64.10 64.99 74.92 69.57 55.44 72.48 64.58 75.49 63.35 72.94 52.17 62.94 69.16 52.99 73.69 63.14 67.05 63.99 72.18 63.98 63.43 64.94
363 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 65.83 66.10 65.77 64.81 65.27 64.69 68.60 65.38 68.74 64.41 74.04 64.31 69.00 73.54 64.25 73.02 63.81 64.61 64.04 63.06 65.23 66.00 65.93 65.25 65.37
380 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 72.75 68.76 65.01 65.80 65.71 63.92 68.85 63.83 63.83 70.59 63.54 63.58 73.38 63.56 63.27 69.05 73.26 54.48 74.27 63.97 65.09 64.51 65.48 72.89 64.82
381 372 8 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 67.84 64.40 63.65 64.70 65.80 74.99 73.85 65.11 63.68 67.91 62.28 62.09 73.60 69.48 63.21 73.94 62.75 74.46 69.05 54.97 62.64 53.60 64.25 52.06 65.08
382 372 8 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 73.84 65.09 65.03 64.71 64.38 63.97 72.49 63.78 68.62 65.70 62.83 62.98 69.68 62.84 63.92 72.94 58.96 65.55 74.12 65.16 63.51 63.26 64.48 64.56 63.30
383 372 8 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 64.38 64.31 68.83 64.59 65.21 63.49 67.39 63.76 64.24 63.44 62.95 63.62 72.96 63.36 63.64 68.46 63.20 73.87 75.10 63.39 65.30 52.16 64.81 65.21 64.50
400 372 8 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 65.77 64.69 65.78 65.13 64.32 61.23 65.75 54.94 69.24 64.18 74.60 68.19 73.55 64.07 63.63 69.58 54.84 70.66 63.57 63.56 53.79 71.84 63.42 52.63 64.87
401 372 8 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 73.89 65.46 65.21 64.94 65.99 67.65 55.73 64.28 68.27 62.88 75.49 63.46 70.18 64.27 64.27 73.17 63.50 63.76 63.44 63.77 62.70 53.30 52.96 63.49 63.91
402 372 8 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 73.95 64.54 64.58 64.79 65.31 68.42 64.81 65.17 69.00 69.86 63.23 63.86 74.38 63.85 63.89 73.77 63.25 62.72 63.99 63.97 63.41 63.69 65.58 64.49 65.19
403 372 8 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 71.58 64.70 65.34 64.80 68.08 63.97 73.92 63.29 62.95 69.61 62.89 62.21 72.74 62.78 63.30 65.37 62.68 63.46 62.71 64.18 63.07 51.73 64.06 64.80 63.91
420 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 65.86 65.04 66.11 64.81 65.00 67.09 70.96 63.57 74.11 64.42 75.12 63.52 73.18 63.56 63.80 72.83 64.06 73.64 68.47 62.68 63.31 64.35 63.51 64.04 64.65
421 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 65.29 64.24 65.36 65.22 64.82 69.36 68.04 64.44 68.73 65.08 69.33 63.55 65.82 63.56 64.45 74.17 73.82 74.01 74.24 66.52 63.96 71.89 65.35 64.91 53.18
422 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 73.64 64.70 65.68 64.36 65.36 74.82 69.37 63.58 73.76 64.13 61.26 69.14 73.44 73.44 64.60 71.00 63.34 63.62 63.06 63.92 65.08 64.33 63.36 64.15 63.79
423 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 74.02 65.70 68.17 65.58 64.89 64.65 72.34 63.97 67.28 65.76 65.03 75.12 72.69 64.22 64.06 65.10 64.17 68.41 63.50 65.28 64.11 53.74 64.26 64.65 65.03
440 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 73.42 67.51 68.58 68.66 65.19 67.74 68.73 64.54 65.13 64.23 62.96 68.15 69.59 53.73 63.52 74.15 68.19 63.54 65.13 86.39 63.86 63.43 63.39 64.96 73.58
441 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 65.99 64.51 68.31 69.39 66.07 64.36 64.93 64.75 64.72 69.19 63.97 64.32 72.34 69.08 63.34 68.04 85.95 69.52 63.69 64.41 63.41 71.91 64.75 65.24 64.60
442 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 72.90 65.04 65.14 65.09 66.44 63.35 67.43 64.93 65.61 68.95 67.05 70.21 70.06 73.04 64.02 73.51 63.97 73.08 63.70 64.68 63.31 69.36 52.59 64.35 64.54
443 372 8 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 66.43 65.89 64.84 64.59 64.81 67.92 69.85 64.45 64.03 64.58 73.92 65.28 55.31 63.86 63.96 69.69 63.79 73.42 63.99 64.22 65.83 53.43 64.01 52.94 65.12
460 372 8 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 73.73 64.43 67.68 64.38 64.95 68.22 72.89 69.99 74.33 64.26 74.91 67.84 68.20 63.43 64.35 73.03 69.73 69.07 69.58 63.01 63.59 64.84 64.07 65.28 52.41
461 372 8 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 66.14 64.44 65.38 64.95 64.70 75.13 73.68 63.02 63.79 69.47 63.79 62.95 65.13 63.25 62.06 68.15 63.20 69.08 64.50 51.91 52.35 52.45 64.54 64.27 64.40
462 372 8 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 73.57 64.24 65.44 65.86 64.28 64.32 68.83 64.00 65.13 70.25 63.26 63.15 70.55 68.92 63.16 66.19 69.86 66.23 63.09 63.80 64.57 72.38 64.65 65.47 56.60
463 372 8 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 65.94 63.85 65.46 64.52 64.59 74.69 69.79 63.81 63.28 63.96 63.29 63.63 69.64 51.33 63.73 72.05 53.13 64.17 63.94 63.77 52.82 64.55 64.21 64.87 64.90
480 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 64.98 63.97 63.46 64.37 65.08 63.81 72.22 59.25 69.21 64.93 75.40 63.85 72.70 63.81 62.87 71.62 73.48 74.17 68.33 64.41 63.44 64.36 64.35 64.78 64.64
481 372 8 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 66.75 65.10 65.58 67.44 64.27 64.04 71.36 55.44 63.99 63.35 73.76 74.61 68.07 54.42 63.20 72.86 63.15 59.49 75.08 62.98 63.06 63.77 63.82 63.99 64.44
482 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 73.77 64.70 67.94 64.44 64.94 63.54 74.27 68.78 54.85 61.88 75.63 75.39 70.34 63.38 63.95 60.21 63.46 63.22 74.12 53.42 62.49 72.36 63.24 64.45 63.46
483 372 8 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 67.32 66.94 64.90 65.22 65.70 64.29 73.31 57.24 68.54 73.32 66.99 64.07 68.34 63.24 64.07 63.76 64.01 64.90 64.24 64.45 53.90 72.61 65.20 64.26 65.20
500 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 66.87 66.23 65.77 64.37 65.18 65.12 68.68 65.28 69.40 64.15 68.32 67.12 72.87 68.63 64.95 70.46 64.07 63.88 64.30 63.87 53.80 74.90 65.85 64.53 64.92
501 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 73.34 69.09 65.03 65.37 64.27 67.50 64.73 64.13 70.38 64.50 63.22 74.74 69.20 53.68 64.84 72.93 68.97 72.88 74.90 54.24 64.83 74.15 65.24 64.13 65.16
502 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 72.74 65.20 67.76 65.63 65.69 61.71 73.72 63.98 65.89 65.80 64.95 63.84 68.20 64.02 63.52 73.82 63.29 73.30 69.26 64.08 64.28 73.29 64.26 64.74 62.27
503 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 67.20 64.07 65.22 65.06 64.55 74.75 68.86 63.71 64.69 69.29 68.15 68.79 85.84 69.95 54.39 71.19 66.52 68.79 63.27 63.64 65.18 73.40 69.85 64.97 63.89
520 372 8 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 73.90 65.07 65.25 65.53 64.75 63.42 72.64 62.61 63.40 64.76 75.48 63.60 72.05 64.38 63.81 73.58 57.09 68.28 68.63 63.71 64.20 64.92 64.13 65.46 64.54
521 372 8 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 69.07 65.46 64.69 64.74 65.94 64.05 68.71 64.21 64.22 63.40 64.54 63.72 72.86 64.00 63.24 73.43 63.18 70.14 62.70 64.41 64.65 73.67 64.76 55.15 53.20
522 372 8 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 68.57 65.55 65.15 65.40 64.93 63.82 73.10 63.09 54.90 64.04 64.91 63.37 69.41 64.84 62.80 72.72 64.32 63.67 63.46 64.26 66.09 63.19 64.45 65.00 64.32
523 372 8 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 65.54 64.40 65.55 65.29 64.94 75.17 73.30 70.17 63.93 69.67 63.32 63.69 72.90 63.85 63.62 69.24 63.15 64.58 69.22 64.67 63.20 65.55 64.41 64.24 64.54
540 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 65.94 74.85 64.46 63.96 67.83 63.70 74.51 64.49 69.45 69.52 64.27 60.23 67.71 63.22 63.94 72.75 73.86 54.26 74.96 63.71 63.77 53.88 64.53 65.90 64.81
541 372 8 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 65.33 65.50 65.60 64.54 67.56 68.66 67.59 55.06 69.41 64.30 63.87 64.09 50.08 63.73 63.33 63.74 73.73 63.29 64.50 63.49 65.39 54.15 64.78 53.17 65.39
542 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 73.56 65.06 64.64 65.58 65.54 69.61 73.45 64.69 64.35 65.35 64.05 64.32 73.10 53.44 64.07 73.10 64.56 63.89 64.90 64.73 63.64 72.36 65.04 65.28 65.01
543 372 8 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 72.32 65.55 63.58 65.31 66.62 64.38 65.37 55.58 65.16 70.70 64.50 74.93 72.63 63.81 63.88 65.51 51.75 64.74 69.68 55.99 63.03 53.79 65.55 68.61 65.07
560 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 68.16 65.15 64.90 68.85 66.66 75.57 73.25 64.57 64.90 63.68 74.72 68.28 73.75 63.53 63.36 63.81 62.72 73.42 87.59 63.34 52.73 72.91 63.36 63.43 64.34
561 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 73.73 69.20 68.69 65.42 64.71 68.80 73.24 64.25 64.31 63.58 67.67 63.21 72.87 69.04 64.18 73.11 54.76 73.83 74.72 57.29 64.31 73.89 52.88 53.19 64.50
562 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 65.56 65.83 65.71 66.07 64.76 74.51 68.92 64.06 69.18 64.49 74.98 63.66 69.15 73.06 63.39 64.67 63.58 73.33 74.35 64.01 55.27 73.39 64.49 64.06 64.42
563 372 8 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 65.18 69.43 63.97 64.95 51.92 64.05 69.00 63.96 64.34 65.59 74.62 62.51 69.06 74.13 64.20 71.03 65.19 68.07 62.52 64.82 62.89 72.63 64.47 64.20 64.38
580 372 8 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 73.59 65.19 64.24 64.81 64.86 74.61 65.81 63.74 71.21 67.09 60.87 69.15 73.10 64.15 63.33 72.90 63.02 64.24 68.33 64.56 63.54 52.94 64.53 64.58 63.77
581 372 8 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 67.55 65.23 64.87 66.47 64.54 62.29 70.37 64.93 63.72 63.98 74.35 75.36 72.84 55.44 63.36 72.11 70.21 70.07 63.61 64.25 63.75 71.89 64.49 64.21 53.53
582 372 8 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 66.16 69.51 68.73 64.36 65.10 69.48 69.07 63.68 55.03 63.54 62.89 63.33 72.74 69.01 63.70 65.52 63.73 73.49 63.38 54.32 64.97 62.89 64.78 64.53 64.47
583 372 8 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 65.98 66.38 64.80 65.58 65.21 68.25 65.18 64.50 64.92 69.04 64.01 62.28 72.11 62.83 63.56 70.66 64.59 63.44 75.06 64.27 64.08 53.66 63.85 56.48 65.46
600 372 8 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 73.20 65.03 68.73 64.91 64.66 64.65 68.39 55.94 64.45 69.78 75.33 74.78 72.58 54.52 64.80 73.06 64.86 64.28 74.88 55.42 65.56 64.07 65.09 64.68 54.57
601 372 8 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 72.50 67.69 65.44 52.75 65.98 67.66 73.28 55.02 64.74 65.27 74.62 69.27 73.35 56.35 63.53 72.88 68.54 69.44 63.80 54.12 64.94 72.86 64.95 63.63 64.21
602 372 8 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 74.37 66.32 65.51 65.35 65.56 64.79 73.12 65.75 68.82 66.32 70.23 69.28 72.35 64.04 64.01 73.63 64.80 64.43 64.52 65.11 63.24 66.61 65.01 65.15 66.12
603 372 8 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 72.68 68.33 67.78 64.27 66.77 66.48 72.29 56.34 64.94 68.07 75.28 59.84 71.82 73.61 64.15 64.25 63.46 55.92 68.88 67.35 53.23 55.04 64.63 65.46 64.60
620 372 8 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 66.03 65.73 69.95 65.55 64.81 64.43 69.07 65.06 63.96 73.97 68.86 63.15 68.61 70.37 64.11 57.70 64.30 73.35 75.53 63.65 63.62 52.67 64.59 69.79 64.24
621 372 8 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 73.57 65.78 67.33 65.01 64.33 67.99 73.80 64.79 59.47 64.00 63.92 62.33 73.15 54.14 63.20 72.79 62.91 73.22 74.51 63.41 64.11 53.15 63.07 64.53 65.50
622 372 8 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 67.88 65.29 64.34 74.15 65.85 64.70 72.86 63.83 63.88 64.96 75.23 63.15 72.64 69.92 63.42 69.78 64.07 72.89 63.82 64.10 63.94 58.34 56.42 64.29 65.43
623 372 8 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 73.04 69.66 68.17 63.95 65.48 65.55 73.60 63.78 63.64 64.52 63.97 63.96 73.69 65.12 63.60 73.73 85.70 70.32 63.07 53.88 64.74 73.33 64.40 72.85 57.06
640 372 8 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 66.77 65.78 69.39 64.75 65.58 66.63 71.96 70.24 65.25 64.69 69.56 64.05 64.21 68.29 64.67 70.90 63.66 64.27 63.88 64.74 63.09 73.00 64.22 65.33 65.26
641 372 8 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 65.23 65.31 65.37 65.47 65.08 75.64 66.69 63.70 69.70 64.18 67.33 64.03 69.52 71.19 63.15 63.67 62.87 73.07 74.35 63.29 53.75 73.14 64.97 65.16 64.59
642 372 8 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 65.70 65.27 64.31 64.65 64.16 64.05 69.03 70.79 69.63 64.60 74.90 62.83 72.74 68.36 53.86 64.96 63.95 60.56 69.46 64.21 64.15 51.89 64.38 64.35 70.19
643 372 8 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 66.31 64.81 69.50 65.56 67.29 62.38 72.40 64.09 64.81 64.17 63.57 67.06 71.98 63.24 64.25 68.94 52.94 70.05 69.06 64.62 52.26 64.79 64.88 64.01 64.32
660 372 8 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 68.05 65.28 65.65 69.42 64.88 61.68 73.56 55.26 69.48 62.98 63.86 61.25 64.41 62.57 64.34 73.32 64.30 73.48 63.49 64.37 63.97 56.32 63.48 52.28 64.54
661 372 8 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 67.09 65.58 69.21 64.82 74.37 74.20 73.72 64.78 73.07 55.81 64.29 68.21 69.72 63.93 63.44 67.78 63.78 68.13 68.32 64.88 64.94 71.84 65.49 64.67 64.95
662 372 8 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 73.41 65.73 65.72 68.58 65.10 64.30 73.42 64.12 69.27 54.18 64.65 63.98 72.61 68.33 62.73 74.22 63.07 63.71 68.80 63.82 63.54 72.49 63.49 62.81 64.94
663 372 8 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 66.49 67.79 68.85 65.43 64.98 74.05 65.56 64.05 68.36 65.86 73.90 75.35 72.74 73.84 63.48 69.73 63.83 64.11 63.32 63.45 64.62 52.07 65.35 65.64 65.05
680 372 8 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 71.65 64.24 65.43 68.08 66.05 65.98 74.35 64.31 64.12 70.30 63.01 62.82 74.30 63.96 63.05 70.73 63.62 74.17 64.53 62.89 53.62 65.44 64.34 63.70 64.27
681 372 8 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 72.06 65.71 68.28 64.57 55.00 74.31 72.35 68.73 73.28 63.50 63.82 66.52 72.78 63.83 63.55 58.29 63.57 73.83 70.09 64.06 63.63 68.92 52.63 53.40 72.89
682 372 8 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 69.05 64.93 68.83 64.18 67.81 67.08 68.47 64.18 68.98 86.99 74.37 62.61 69.49 63.71 62.96 72.73 67.78 53.71 63.82 63.86 64.26 72.44 65.13 64.32 64.85
683 372 8 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 65.31 65.09 65.94 68.53 65.09 63.48 74.44 64.25 63.82 64.40 75.49 63.95 70.64 63.00 64.31 65.34 63.68 70.07 75.23 63.46 65.66 54.35 64.51 64.99 64.05
700 372 8 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 65.44 65.04 65.29 65.08 64.78 67.55 70.40 64.40 69.70 66.63 64.25 62.63 71.18 62.56 62.12 52.73 52.88 63.83 75.14 64.71 64.56 73.03 64.32 63.81 65.03
701 372 8 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 73.50 65.12 64.81 65.54 64.83 63.06 68.66 69.64 74.07 63.63 69.31 63.74 72.80 73.62 64.35 73.57 62.63 73.25 74.33 63.99 63.87 65.73 64.31 64.84 64.89
702 372 8 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 68.03 63.77 64.94 64.12 64.92 69.46 68.36 68.06 64.58 68.97 75.38 63.44 72.37 63.13 64.22 74.86 62.91 69.69 75.12 64.19 64.22 52.88 64.56 63.72 63.79
703 372 8 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 68.59 64.69 65.13 65.36 66.85 64.69 69.58 68.74 71.19 68.75 63.14 75.09 73.12 63.09 63.90 73.27 65.58 73.12 75.01 64.54 63.91 53.50 64.97 54.49 53.90


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
0 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 58.76 73.21 59.30 74.80 58.47 50.46 58.50 58.22 58.34 74.18 74.49 49.17 75.13 56.86 74.89 57.78 58.51 57.65 76.61 58.22 59.83 59.46 57.81 57.63 58.80
1 372 8 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 71.17 58.57 57.40 58.43 73.15 55.92 59.02 58.20 58.31 58.13 76.07 56.38 75.86 57.29 57.55 56.78 57.57 56.31 55.04 75.13 57.75 56.47 56.41 57.71 57.22
2 372 8 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 58.52 59.25 60.19 59.04 59.11 68.95 55.37 58.48 57.77 57.40 50.25 56.92 59.06 57.37 58.19 75.32 58.02 74.88 55.01 57.22 56.74 57.50 57.25 58.65 57.57
3 372 8 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 58.63 58.82 58.32 58.59 58.48 76.01 50.52 57.29 73.64 50.03 56.50 57.36 75.90 56.80 56.80 57.32 57.54 68.12 56.47 58.51 57.51 57.17 57.52 57.11 57.16
20 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 73.75 59.64 72.15 56.97 74.37 55.86 75.28 57.50 76.23 57.89 76.52 68.89 88.68 75.48 57.75 56.91 56.03 75.59 49.98 57.71 56.32 57.36 57.14 57.30 56.86
21 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 58.19 58.43 49.95 57.86 59.10 56.81 74.45 57.54 75.15 58.25 75.74 57.44 75.51 56.30 57.41 76.20 56.66 57.90 70.18 56.63 57.41 57.17 57.79 57.32 58.27
22 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 74.82 57.06 58.94 58.84 74.49 56.63 75.01 57.90 49.17 57.96 56.50 57.54 75.75 57.73 57.77 76.74 57.09 75.28 56.61 58.32 58.54 57.60 57.37 56.97 56.91
23 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 59.53 58.98 74.66 58.62 58.50 75.95 74.59 57.43 75.40 57.36 76.24 57.59 75.61 56.43 57.27 76.12 57.11 56.13 56.81 57.05 58.13 57.35 57.05 56.11 56.96
40 372 8 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 75.31 57.67 74.79 58.56 74.77 76.10 75.30 57.21 76.05 57.62 75.85 57.43 76.63 56.57 57.29 74.91 56.34 57.93 57.27 57.85 57.53 57.00 58.15 56.41 57.62
41 372 8 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 74.65 74.42 58.94 49.17 74.31 57.94 74.65 57.69 74.56 74.92 69.03 55.64 75.77 57.21 58.08 83.64 57.51 57.49 76.45 57.03 57.30 57.78 56.72 56.95 57.24
42 372 8 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 72.83 74.92 59.47 59.59 67.13 57.50 73.73 57.39 75.82 58.49 76.41 57.35 75.32 89.37 57.93 58.48 57.83 57.11 57.04 45.06 44.17 76.39 56.51 57.38 56.76
43 372 8 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 73.78 58.17 72.82 59.41 74.25 75.60 49.50 57.14 58.54 75.14 57.62 57.12 75.31 57.52 58.40 56.59 57.21 75.83 76.22 57.49 57.93 58.18 58.27 58.18 57.39
60 372 8 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 57.92 58.30 60.36 60.18 58.64 57.50 59.59 58.34 58.38 59.74 50.15 57.38 51.24 58.80 57.49 74.26 57.74 58.87 57.62 59.42 58.64 57.87 58.88 58.47 58.77
61 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 72.33 58.48 57.88 59.72 59.01 57.69 73.64 58.06 57.02 59.58 76.50 56.81 75.58 56.77 57.34 56.91 57.41 56.78 55.35 58.36 57.74 56.90 56.94 57.26 57.82
62 372 8 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 50.10 58.39 57.56 59.41 57.70 69.07 57.67 57.83 57.92 50.80 50.40 55.48 57.23 56.81 58.79 57.66 56.85 74.60 69.15 59.15 59.08 57.51 56.79 57.22 56.38
63 372 8 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 58.63 57.57 59.22 58.30 72.30 54.45 74.54 57.54 57.82 57.95 50.00 57.76 57.22 57.45 57.01 56.69 57.25 58.88 57.29 58.00 57.52 57.33 58.71 56.93 58.55
80 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 74.03 59.84 58.98 57.06 73.66 56.61 74.22 56.82 49.17 57.42 87.36 56.82 74.84 56.39 49.17 71.23 58.73 56.33 54.99 57.64 59.00 56.73 57.58 56.90 56.17
81 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 59.14 58.65 74.48 58.62 59.02 56.38 75.40 56.81 57.65 75.18 76.97 56.64 89.00 56.17 55.85 76.10 55.99 76.08 57.33 57.51 45.60 56.76 57.19 56.26 55.78
82 372 8 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 58.24 58.20 58.39 58.26 57.03 76.94 74.11 57.02 75.70 57.72 76.16 56.72 75.24 56.02 56.68 56.70 57.17 49.29 56.85 57.64 57.64 57.23 57.09 57.09 56.49
83 372 8 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 75.05 59.44 75.26 57.09 59.03 76.22 58.75 58.03 56.92 56.56 69.46 56.08 49.17 57.52 58.35 50.62 49.17 57.49 56.31 57.62 57.36 57.66 57.26 57.52 55.60
100 372 8 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 74.11 58.63 58.79 57.71 56.84 69.63 75.19 75.91 56.80 57.71 56.15 54.14 49.79 56.68 56.98 68.31 56.73 88.14 77.23 55.94 55.99 56.96 56.73 57.25 57.09
101 372 8 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 59.25 59.01 59.03 58.76 58.54 57.23 74.89 57.01 58.05 88.04 57.60 56.56 76.16 57.75 57.93 58.73 58.31 58.34 57.39 58.23 57.22 56.98 56.60 58.19 56.56
102 372 8 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 73.49 58.25 59.38 59.09 60.00 57.29 59.24 59.22 57.08 75.15 57.32 57.62 74.82 68.09 56.97 57.97 57.87 58.68 56.60 69.81 58.31 57.27 56.72 57.26 57.01
103 372 8 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 72.00 60.20 57.07 49.17 58.80 57.59 74.36 57.31 75.46 58.11 56.96 57.13 89.81 57.28 57.40 75.34 57.94 76.16 56.55 56.53 58.06 56.90 56.97 56.07 56.36
120 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 50.23 57.96 58.01 58.82 74.80 49.17 58.57 56.15 80.27 58.03 76.98 53.24 75.03 55.90 57.47 75.86 56.22 56.04 74.83 59.36 59.23 57.56 56.90 57.99 57.46
121 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 72.76 57.97 58.96 59.30 49.17 75.51 73.85 56.85 56.08 74.33 57.59 56.81 75.78 57.24 57.42 56.48 55.66 57.83 75.62 56.93 57.30 59.26 57.17 58.44 57.67
122 372 8 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 58.38 56.39 57.27 58.60 59.09 56.59 74.84 56.52 56.84 57.49 56.14 57.04 76.11 49.75 56.95 55.59 55.69 74.69 55.33 58.22 58.79 57.18 56.22 56.61 57.81
123 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 60.63 57.90 57.66 59.26 58.63 50.01 58.78 58.26 75.45 57.33 57.50 56.83 50.82 57.09 57.39 79.13 57.85 76.28 57.78 59.10 58.85 57.73 56.77 57.99 57.49
140 372 8 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 59.75 58.41 73.90 58.90 58.51 55.93 75.29 56.43 55.96 57.28 57.40 57.10 50.28 56.38 57.00 50.34 56.63 56.21 55.65 57.94 49.17 56.39 57.08 57.79 57.49
141 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 49.17 88.31 58.14 57.95 58.30 75.41 74.59 57.40 56.89 74.81 76.60 57.85 76.04 56.65 49.17 87.49 49.17 87.33 56.23 56.36 57.24 56.60 57.61 57.58 57.28
142 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 73.86 57.81 74.82 58.64 58.35 55.70 74.34 58.17 56.95 57.10 76.01 70.03 76.14 74.98 57.62 76.75 56.70 56.19 76.76 56.72 56.67 56.67 57.26 57.46 57.06
143 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 72.96 58.06 58.45 58.49 59.19 90.39 58.17 58.01 58.98 57.90 75.28 57.37 57.98 57.52 58.36 57.39 57.94 76.43 77.71 58.30 57.07 57.25 57.15 57.72 57.05
160 372 8 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 74.35 58.77 57.58 60.28 58.97 56.64 75.16 57.55 68.86 89.16 76.47 57.54 87.25 75.88 58.02 76.86 56.19 74.02 69.65 58.16 59.31 57.32 55.77 57.84 57.33
161 372 8 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 74.27 58.33 59.40 58.39 58.71 57.59 75.88 58.40 74.79 59.12 58.08 76.88 75.66 56.65 58.85 76.56 57.43 76.11 56.90 57.45 57.57 57.19 56.68 56.13 57.59
162 372 8 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 74.80 49.17 58.25 58.65 58.09 74.97 75.26 57.71 74.81 57.65 75.79 55.86 75.79 49.17 57.00 76.56 49.17 57.17 55.87 56.31 57.03 57.37 56.54 56.75 56.56
163 372 8 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 73.81 59.70 58.02 59.01 75.03 56.45 73.20 58.69 50.80 75.79 57.54 57.01 75.69 56.44 58.32 56.70 56.88 57.91 57.78 56.35 56.46 56.49 57.15 56.84 56.90
180 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 73.93 58.61 58.01 75.27 58.08 74.90 73.23 56.68 58.09 75.03 73.79 56.80 74.43 55.28 56.71 56.03 76.41 81.54 55.20 56.99 55.99 56.75 56.83 56.74 55.50
181 372 8 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 74.12 73.09 59.16 59.59 59.19 56.21 59.50 59.86 57.72 59.90 54.58 57.26 56.79 57.02 58.62 75.71 57.69 58.19 56.57 58.24 56.28 58.34 57.57 57.69 57.50
182 372 8 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 58.95 58.49 58.43 57.29 62.94 56.31 74.61 57.13 57.65 58.02 57.11 56.87 75.83 56.94 57.89 56.90 57.39 49.37 56.95 56.63 58.83 56.65 57.86 57.07 56.43
183 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 73.82 59.65 74.20 58.13 58.85 55.84 72.81 58.03 57.55 74.90 74.84 75.56 74.39 56.37 58.31 75.55 56.94 75.17 56.80 59.31 60.22 58.36 56.88 58.19 58.22
200 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 72.94 72.70 57.75 59.26 58.88 54.48 58.32 56.79 58.84 57.53 56.92 57.30 68.40 57.21 57.07 76.15 56.76 57.59 56.08 58.18 57.80 56.99 56.86 57.16 56.39
201 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 74.10 59.78 58.83 58.71 59.51 57.47 73.67 76.09 58.51 57.80 76.24 58.18 69.50 57.20 58.55 75.18 55.86 57.23 57.10 57.14 58.72 56.33 57.56 57.09 56.10
202 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 75.05 75.39 74.42 58.94 58.19 76.16 75.65 57.77 73.79 58.11 69.89 56.67 75.92 57.66 58.33 75.18 56.84 58.44 76.47 57.25 57.88 76.51 56.92 57.96 57.42
203 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 73.50 59.49 59.06 58.17 58.98 70.42 73.58 58.27 59.78 58.87 58.09 76.29 75.48 58.00 59.12 57.61 58.00 75.53 57.64 58.90 57.33 57.32 57.46 57.84 56.92
220 372 8 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 74.15 59.19 58.38 57.52 73.14 56.64 49.17 57.68 58.35 57.52 57.91 57.16 75.11 57.40 59.21 66.70 56.78 75.71 57.26 57.70 58.07 57.49 57.56 56.90 56.92
221 372 8 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 74.90 59.22 57.98 58.88 74.00 56.79 73.88 57.71 75.54 56.96 75.09 77.37 76.11 57.77 58.74 76.70 56.90 57.00 57.26 56.98 57.73 57.74 56.45 57.30 56.95
222 372 8 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 74.93 57.87 75.47 58.96 57.75 55.73 89.82 57.32 75.46 74.54 76.19 69.57 75.60 56.88 58.34 76.34 56.81 76.39 76.71 58.03 57.99 56.60 56.71 57.30 55.77
223 372 8 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 75.10 58.90 58.77 59.21 59.25 56.32 74.97 76.42 58.63 67.01 56.40 58.00 75.57 57.02 58.01 58.00 57.53 67.30 69.62 56.82 57.84 57.71 56.93 56.45 56.87
240 372 8 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 72.85 59.49 58.33 58.94 58.60 73.26 57.37 56.70 59.38 55.75 54.74 55.69 57.49 56.19 57.25 75.29 56.42 55.37 55.21 56.92 57.87 57.51 56.18 57.35 57.21
241 372 8 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 75.09 58.30 58.32 58.64 49.97 53.49 72.59 56.73 88.85 58.72 70.34 55.60 56.49 56.24 56.40 56.55 56.72 74.76 74.89 57.89 56.10 57.55 56.99 56.63 55.48
242 372 8 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 50.99 56.88 56.02 58.51 50.54 57.53 58.68 58.01 75.64 56.88 57.50 56.67 57.29 56.23 58.38 56.56 55.96 57.25 55.56 57.58 56.09 57.54 57.31 57.12 57.01
243 372 8 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 59.15 59.03 59.30 59.71 74.22 57.91 63.85 57.92 75.28 50.37 76.46 57.29 75.83 57.63 57.86 57.57 50.03 56.94 57.74 58.48 57.89 57.73 56.20 57.43 58.03
260 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 50.58 73.28 49.84 59.14 57.86 56.70 73.87 58.74 58.95 58.55 74.97 70.04 74.34 87.89 57.98 74.91 57.83 57.61 50.00 49.17 57.36 57.03 56.38 57.78 57.32
261 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 73.81 74.97 58.52 59.29 58.28 57.81 59.56 58.45 75.11 58.39 57.01 57.75 75.94 57.12 56.69 75.49 57.95 75.63 55.34 58.89 58.47 58.19 57.36 55.95 56.65
262 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 74.54 58.39 73.74 58.46 57.49 57.26 74.19 57.60 89.19 59.10 57.50 55.68 75.56 57.86 57.87 90.60 57.11 57.32 55.77 56.81 58.81 57.77 56.51 57.19 57.04
263 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 71.29 58.29 74.00 58.37 57.90 57.20 90.75 57.64 74.53 57.47 76.56 57.44 67.44 76.18 58.19 75.48 56.65 75.73 76.36 56.69 57.82 56.73 56.57 56.83 58.17
280 372 8 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 74.13 74.08 74.13 58.54 73.58 74.17 74.74 75.67 56.63 76.73 49.88 55.55 75.28 57.27 56.60 67.51 57.05 57.46 56.55 56.96 55.97 57.27 57.16 56.52 56.26
281 372 8 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 75.17 58.99 74.62 75.76 58.51 76.71 59.35 57.69 74.46 58.58 57.81 89.19 46.80 58.95 58.16 87.01 56.70 75.57 73.76 58.24 58.11 57.20 57.33 57.86 57.10
282 372 8 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 73.97 59.25 49.95 75.50 58.40 55.23 74.91 58.10 58.96 75.98 77.08 56.09 75.82 56.91 56.93 57.99 58.35 75.55 77.01 57.00 57.99 56.91 46.38 57.25 57.17
283 372 8 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 50.55 59.61 59.09 58.51 75.09 57.43 74.52 57.86 59.09 59.24 75.98 57.21 75.36 57.53 57.13 57.71 57.80 57.56 70.92 57.43 57.99 56.36 56.94 58.07 42.64
300 372 8 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 58.46 59.63 50.13 58.38 57.26 54.34 58.10 58.25 76.14 56.57 53.30 54.04 75.40 57.31 58.22 54.71 56.98 58.09 53.99 56.66 58.08 58.25 56.75 57.08 55.77
301 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 58.08 58.04 58.54 58.49 72.96 57.10 79.23 56.89 72.14 57.45 74.77 57.50 75.68 57.22 57.57 74.68 56.81 58.11 75.25 59.15 57.23 56.62 56.59 55.95 57.68
302 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 73.50 56.89 74.51 57.67 57.82 76.25 74.03 75.48 57.05 75.89 55.88 56.81 84.14 57.49 57.36 59.81 56.66 58.89 55.51 57.70 57.23 57.33 56.64 57.88 56.51
303 372 8 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 73.79 57.31 58.19 57.66 60.56 57.04 74.02 57.30 57.91 58.71 57.48 55.69 49.89 56.45 58.67 68.49 57.09 68.07 55.88 57.64 58.35 88.47 57.12 55.27 58.57
320 372 8 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 73.27 49.17 59.47 58.68 57.38 57.01 49.17 57.62 58.24 74.23 57.63 55.78 74.04 68.54 57.47 57.73 56.77 57.62 55.83 58.00 57.11 57.76 58.05 57.56 56.55
321 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 73.96 57.69 57.91 57.78 49.88 73.56 74.52 58.27 58.40 58.42 57.75 56.63 75.62 57.53 75.03 57.46 56.83 74.41 76.83 57.28 57.20 56.67 57.56 56.51 57.18
322 372 8 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 74.41 59.01 73.73 58.61 58.74 57.33 85.14 57.78 70.45 58.48 55.38 56.59 76.07 56.33 57.69 77.26 45.65 56.97 50.93 56.59 56.57 57.63 57.32 57.18 57.35
323 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 59.34 58.35 57.96 58.42 58.44 56.16 74.76 57.65 73.82 74.91 50.00 58.38 75.70 76.53 57.70 75.27 68.82 57.77 56.76 56.84 56.97 57.35 56.25 57.57 56.49
340 372 8 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 74.35 59.25 73.44 58.33 59.47 58.34 73.86 58.67 57.26 58.04 76.72 56.76 75.48 57.07 57.09 75.57 57.72 75.56 70.04 46.13 58.42 58.07 56.87 57.66 57.56
341 372 8 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 74.05 59.40 74.03 59.17 73.92 55.87 74.74 59.19 56.89 58.08 56.80 56.14 75.83 75.82 58.61 57.68 57.61 57.96 57.04 57.99 57.37 56.65 57.05 56.51 57.02
342 372 8 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 73.42 58.17 59.30 58.93 59.48 76.16 74.03 57.76 75.17 68.72 76.21 57.78 76.52 57.16 57.20 57.49 57.15 57.60 57.26 56.15 57.22 57.13 57.51 56.76 56.55
343 372 8 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 75.23 57.59 50.00 57.91 74.69 57.70 89.04 57.69 56.72 56.24 76.66 76.06 57.08 56.90 57.52 49.76 76.54 56.78 70.96 57.29 56.57 56.74 56.95 56.08 55.69
360 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 74.59 57.82 69.36 58.90 58.16 68.82 74.19 57.17 67.89 57.48 57.26 57.26 57.69 43.19 58.57 57.70 67.94 46.47 75.46 56.82 56.99 75.90 57.64 46.91 57.44
361 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 74.48 57.98 59.10 68.37 58.12 75.85 74.69 57.03 57.17 57.91 69.71 68.69 75.86 46.64 58.53 74.79 59.43 57.36 57.50 55.63 45.87 75.32 57.06 56.18 57.29
362 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 74.81 58.01 57.44 58.05 57.57 75.60 68.99 48.42 75.15 57.47 76.45 57.03 76.27 45.36 57.46 68.64 46.27 74.91 57.04 58.03 56.90 76.06 56.62 56.64 56.26
363 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 58.68 59.53 59.44 58.42 58.40 58.18 67.55 58.42 69.09 57.20 75.80 57.35 68.69 75.02 58.44 75.18 58.01 58.95 57.97 57.17 58.37 57.75 58.67 57.81 57.00
380 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 73.59 70.66 57.72 59.12 59.88 58.34 67.67 57.85 58.60 69.25 58.16 58.18 75.34 58.04 59.51 67.70 74.64 47.12 76.05 57.08 57.61 57.39 58.10 75.81 57.82
381 372 8 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 68.92 58.15 57.91 58.68 58.09 75.23 75.46 57.21 56.86 68.13 57.26 55.58 75.02 68.54 56.35 75.09 56.91 75.57 69.71 46.46 55.62 46.71 57.32 44.58 55.94
382 372 8 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 74.84 58.92 57.24 58.35 58.20 57.62 74.64 57.46 68.06 58.09 56.75 56.98 68.38 57.09 58.37 74.74 51.70 66.79 76.32 57.13 56.75 56.50 56.48 57.55 56.42
383 372 8 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 57.84 57.81 69.00 58.70 58.45 57.48 67.20 57.72 57.56 57.64 56.38 57.75 74.11 58.12 58.24 68.58 56.88 74.21 76.01 56.75 57.60 45.22 56.98 57.93 57.46
400 372 8 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 58.21 58.53 59.51 58.69 58.46 54.52 60.32 48.29 67.87 57.75 75.71 69.01 76.52 57.64 58.73 70.02 47.02 67.95 58.00 56.04 44.01 75.70 58.29 43.32 59.01
401 372 8 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 74.40 58.36 58.37 58.48 58.88 69.40 48.67 58.06 68.50 57.16 76.45 58.34 67.60 58.54 59.33 74.55 57.39 56.47 57.28 55.76 56.36 44.65 45.48 55.84 56.32
402 372 8 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 74.29 58.86 57.88 59.01 58.28 70.07 59.34 57.14 67.50 68.84 57.11 57.98 75.36 57.41 59.21 74.75 58.07 56.24 58.11 58.28 56.58 57.25 57.61 58.61 58.03
403 372 8 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 72.69 58.38 58.46 58.26 68.36 57.72 75.03 57.28 56.30 68.52 57.20 57.70 75.30 57.14 58.06 58.28 57.12 58.27 56.47 56.68 56.52 44.24 56.48 57.49 55.30
420 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 58.73 58.58 58.37 58.41 58.33 68.21 68.78 57.92 75.49 56.31 76.70 57.29 74.52 56.92 58.59 74.66 57.75 76.03 68.88 56.15 55.46 56.01 56.27 56.31 56.43
421 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 66.89 58.59 58.04 58.69 58.82 69.79 67.19 58.10 66.91 57.70 70.00 57.92 58.61 58.38 58.15 75.00 74.89 74.84 76.31 58.19 57.58 75.79 57.27 57.75 43.39
422 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 73.93 57.73 58.04 58.09 58.56 76.31 68.50 57.64 75.31 56.65 54.25 70.19 75.39 75.35 58.48 74.01 56.76 56.18 56.11 56.09 57.19 57.50 55.40 56.62 55.85
423 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 74.49 58.55 68.90 58.60 57.90 58.03 73.71 58.47 67.01 58.67 58.28 74.98 74.58 57.94 58.52 57.77 58.68 68.65 56.57 57.60 56.24 45.39 57.77 57.74 57.69
440 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 74.27 67.02 68.19 68.87 58.69 69.10 67.67 56.92 57.91 58.60 57.62 68.46 69.06 45.48 58.10 75.61 69.50 57.57 57.53 90.66 56.34 55.70 55.93 56.27 77.10
441 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 59.72 58.68 69.13 69.02 59.34 58.20 59.48 59.53 57.81 68.62 57.88 58.25 74.32 69.17 58.62 68.43 90.09 69.84 57.87 58.68 56.47 75.61 57.44 58.19 57.39
442 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 73.94 58.51 58.98 59.58 68.38 57.63 67.34 59.60 58.59 68.46 68.73 70.38 68.92 74.68 58.43 75.24 57.98 74.22 58.05 57.16 56.81 69.10 44.67 58.01 56.11
443 372 8 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 59.89 58.62 58.57 58.57 58.23 68.98 67.89 58.52 57.86 57.21 75.65 58.80 50.25 57.91 58.39 70.06 57.96 75.10 58.49 57.21 58.70 45.61 57.30 44.05 59.19
460 372 8 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 74.83 58.06 67.62 58.14 58.42 69.54 74.29 67.15 75.17 56.67 75.24 68.41 69.05 57.37 58.10 75.04 68.74 68.29 69.67 56.49 56.27 58.18 56.90 57.95 43.91
461 372 8 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 59.39 58.04 58.18 58.79 58.49 75.86 75.42 56.61 57.07 68.53 57.54 58.09 57.33 58.88 58.29 70.20 57.60 67.23 57.01 44.14 46.18 44.93 56.96 56.95 57.48
462 372 8 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 74.42 58.23 58.22 59.06 58.31 58.99 68.69 57.94 57.91 67.70 58.19 57.68 69.98 67.83 58.76 67.59 69.70 58.17 57.95 57.03 57.75 76.00 57.79 58.53 47.21
463 372 8 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 59.91 58.16 58.85 58.35 59.02 76.34 69.06 58.79 56.93 56.17 57.72 57.61 69.38 45.69 58.08 69.36 46.60 58.09 57.10 57.47 44.27 57.08 56.53 57.59 56.93
480 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 58.56 57.94 56.13 57.87 57.78 57.25 73.50 53.80 68.35 57.43 76.01 58.00 75.73 57.04 58.20 69.44 75.60 76.21 68.36 56.66 55.54 57.52 57.10 57.83 57.33
481 372 8 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 67.86 58.55 58.20 68.60 58.28 57.27 73.40 49.46 57.44 57.19 75.87 77.53 67.04 47.80 57.36 76.07 57.65 52.86 76.07 56.14 57.19 55.81 57.19 55.78 57.37
482 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 75.22 58.10 68.34 58.48 58.35 56.80 75.09 66.66 49.45 53.11 76.02 76.46 68.75 56.71 58.22 52.92 56.73 57.48 76.31 45.55 55.73 76.48 55.88 57.19 55.74
483 372 8 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 67.51 67.66 58.57 59.50 59.14 58.20 74.60 51.37 69.19 74.84 66.10 57.44 67.65 58.27 58.13 58.38 58.27 57.37 58.00 57.78 47.06 76.11 56.97 56.86 57.74
500 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 58.71 59.32 58.70 58.54 58.85 58.28 67.88 57.83 68.28 57.68 69.32 68.12 74.75 70.22 58.54 70.18 58.00 57.96 57.41 57.23 45.24 76.11 56.42 56.96 57.32
501 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 74.30 68.25 57.97 58.56 57.93 67.78 59.01 57.65 67.76 57.22 57.99 76.28 70.30 47.41 59.61 75.47 70.08 74.43 75.54 46.55 56.71 75.99 57.81 57.58 57.89
502 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 73.46 58.34 67.04 59.01 58.88 55.92 73.59 58.67 58.34 58.83 58.61 58.49 68.78 58.82 58.60 75.82 58.04 74.99 69.48 57.71 57.29 75.21 57.37 57.78 54.66
503 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 67.34 58.01 58.40 58.02 58.04 75.67 67.59 57.66 58.60 68.51 69.02 70.67 89.91 69.82 46.53 69.94 68.25 67.63 57.26 56.76 57.03 76.98 70.23 57.93 55.77
520 372 8 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 74.44 58.70 59.18 59.16 58.34 58.03 74.06 57.45 57.39 58.26 76.13 58.58 74.95 57.48 59.22 74.59 51.82 68.71 68.75 57.46 55.75 57.88 56.56 57.37 56.74
521 372 8 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 69.47 58.80 58.12 58.48 60.19 58.62 67.28 57.73 57.22 57.89 58.77 56.81 75.65 57.27 58.32 75.30 57.14 68.90 57.20 57.21 57.26 74.79 57.08 46.76 45.09
522 372 8 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 68.79 58.13 58.31 58.26 58.65 58.49 73.74 57.27 48.35 57.54 57.84 58.19 68.72 59.01 57.48 74.81 57.37 57.26 58.36 56.97 59.37 56.80 57.46 58.35 57.18
523 372 8 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 58.55 58.80 59.01 58.94 58.44 76.47 74.35 67.96 57.43 68.35 57.50 57.59 75.40 57.32 58.41 68.85 59.00 59.68 68.93 57.02 56.64 56.15 56.82 57.21 57.27
540 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 59.27 75.60 57.87 57.94 67.80 57.26 75.52 58.92 68.32 67.97 57.27 53.07 65.91 57.76 57.93 75.77 75.35 47.79 76.37 57.01 55.85 47.19 56.99 58.07 57.52
541 372 8 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 59.01 58.65 58.35 58.50 67.12 68.51 67.69 46.71 68.07 58.12 57.60 57.34 44.50 58.34 57.61 56.52 74.83 57.11 58.00 57.54 57.49 46.22 56.79 45.34 56.77
542 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 74.11 58.45 58.52 58.58 59.23 70.06 74.77 58.25 58.29 58.41 58.00 57.50 75.15 47.11 58.75 75.48 58.73 57.38 57.83 57.09 55.86 76.36 57.11 57.55 58.08
543 372 8 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 73.30 58.82 57.30 58.94 67.00 57.30 58.05 48.20 58.61 67.57 57.01 75.97 75.33 57.28 58.32 58.76 45.35 57.66 69.42 48.40 56.07 47.84 57.26 69.35 56.81
560 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 69.03 58.55 57.79 68.66 67.79 76.41 74.89 58.20 58.01 57.47 76.45 71.05 76.40 57.83 57.87 57.91 55.97 74.38 90.43 57.31 45.00 76.24 55.96 56.47 56.40
561 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 73.80 69.47 69.36 58.24 58.43 69.19 74.63 57.83 58.15 57.40 69.03 56.82 75.17 69.85 59.33 74.74 47.62 74.35 75.94 48.41 56.81 76.71 45.75 44.92 57.18
562 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 60.03 58.79 58.97 59.87 58.21 76.05 68.00 58.06 69.22 56.29 76.07 58.09 68.40 74.63 57.73 57.79 57.63 75.79 76.74 57.22 46.95 76.05 56.98 56.86 56.90
563 372 8 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 58.91 69.02 57.53 58.20 44.35 57.99 67.06 57.50 57.83 58.28 76.67 56.44 68.64 74.66 57.93 71.20 57.86 68.53 55.06 56.87 56.03 75.31 56.81 56.68 56.13
580 372 8 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 74.62 58.73 57.99 58.23 58.55 75.91 59.45 56.01 69.90 66.97 55.48 69.56 74.71 57.66 57.74 75.63 57.59 57.87 68.91 56.95 56.84 45.95 57.63 56.99 56.54
581 372 8 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 68.16 58.69 58.31 68.59 58.05 56.20 70.11 58.63 57.83 57.61 76.39 75.64 75.44 49.46 57.64 73.88 69.03 68.78 57.76 57.43 56.64 74.45 56.96 57.29 45.78
582 372 8 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 60.51 69.76 68.26 58.64 58.52 69.28 68.74 58.12 48.13 57.73 57.45 57.27 74.99 68.89 58.39 66.94 58.82 74.49 56.85 45.99 57.69 57.71 57.38 57.85 55.84
583 372 8 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 58.80 60.18 57.84 59.25 58.13 70.08 58.49 58.51 57.91 68.44 57.12 57.42 73.95 58.31 58.09 69.23 58.22 57.73 76.26 56.73 57.82 46.26 56.26 47.22 57.24
600 372 8 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 73.86 58.70 68.21 58.32 58.71 57.45 68.96 49.72 57.48 68.07 76.60 75.45 75.12 48.50 58.03 75.79 58.51 56.90 76.65 46.38 57.71 56.25 57.20 57.57 46.87
601 372 8 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 73.50 66.20 59.10 45.69 67.02 68.78 74.78 47.27 58.75 57.63 76.65 68.97 74.87 47.65 58.74 74.60 67.74 69.60 57.40 45.17 57.71 76.90 57.58 56.79 56.25
602 372 8 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 74.13 59.68 58.88 58.66 58.76 58.49 74.24 58.26 67.04 59.25 69.98 69.86 74.36 57.75 57.80 74.63 58.43 58.25 58.53 58.29 56.53 57.43 57.82 59.47 59.35
603 372 8 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 73.18 68.08 68.67 58.45 59.54 67.79 74.91 49.72 57.70 66.86 75.76 51.69 74.22 74.78 58.38 57.50 58.25 50.62 69.59 58.06 43.99 46.59 58.00 58.20 57.11
620 372 8 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 59.50 58.45 68.72 58.70 59.00 58.03 68.76 57.81 57.66 74.37 69.83 57.36 68.17 69.74 58.65 51.47 57.78 74.57 75.81 57.01 55.53 46.22 56.24 69.60 56.79
621 372 8 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 74.14 59.75 66.77 58.94 58.05 69.59 75.97 58.26 53.12 57.61 56.76 56.17 75.51 48.15 57.92 75.66 56.40 74.68 76.65 56.89 56.71 46.61 56.39 58.22 57.59
622 372 8 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 68.02 58.33 58.59 75.00 59.35 58.06 74.92 57.30 57.42 57.77 76.20 57.90 74.59 69.57 58.28 68.26 58.48 75.31 57.46 56.56 56.58 48.42 47.46 59.09 56.71
623 372 8 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 73.60 67.11 69.26 58.34 58.89 58.93 74.23 58.50 57.89 58.34 58.49 58.52 74.28 58.81 58.94 74.52 89.57 69.50 57.95 46.36 56.52 76.21 57.52 75.28 47.34
640 372 8 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 60.21 58.70 68.40 58.24 58.94 69.35 73.49 68.73 58.76 58.17 69.69 58.06 58.43 68.27 59.18 69.42 58.81 58.87 58.09 58.47 57.59 76.03 55.98 57.41 57.27
641 372 8 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 58.16 59.00 59.10 58.91 58.24 76.19 66.18 58.04 67.70 58.06 69.45 59.02 68.90 70.13 58.21 57.93 57.43 74.87 75.82 57.07 43.73 75.57 57.44 59.44 57.42
642 372 8 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 59.44 58.13 58.43 57.93 57.62 58.25 67.77 69.35 68.37 57.30 76.12 58.25 75.63 69.07 45.18 57.09 56.52 55.31 69.36 57.26 56.73 43.45 57.29 57.71 69.72
643 372 8 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 60.41 58.66 68.21 59.01 67.79 55.26 74.12 58.27 57.63 58.11 58.74 68.53 74.86 58.54 58.14 67.65 45.16 68.34 70.43 58.19 43.44 57.32 56.85 57.19 57.62
660 372 8 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 68.21 58.86 58.37 68.33 58.56 55.10 74.60 46.70 66.95 56.36 57.29 55.09 57.98 57.00 58.59 75.55 57.86 75.19 57.38 56.56 56.97 47.25 56.92 44.97 57.47
661 372 8 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 59.89 58.81 69.93 58.57 74.71 75.37 74.14 58.06 75.29 47.45 57.78 69.17 68.24 58.57 58.67 68.26 58.31 68.46 69.78 56.96 55.92 76.26 57.17 57.60 57.11
662 372 8 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 74.21 58.63 58.85 69.32 59.07 57.34 75.46 57.43 67.66 45.94 57.50 56.95 74.52 68.16 58.33 75.42 56.75 57.21 72.14 57.93 56.51 75.75 56.68 56.31 57.00
663 372 8 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 59.56 68.29 68.37 58.78 57.32 75.73 59.11 58.29 66.94 57.88 75.41 74.97 74.40 75.83 58.55 70.12 57.58 58.68 57.26 56.88 58.71 44.67 58.10 58.52 57.77
680 372 8 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 73.83 58.33 58.64 66.75 58.76 69.21 75.15 58.39 57.68 68.73 56.51 57.13 74.73 58.60 58.32 70.34 57.32 75.21 57.59 55.47 45.54 57.23 56.89 56.61 56.72
681 372 8 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 73.42 58.36 68.74 58.03 46.80 76.21 73.39 67.65 75.21 58.03 57.26 69.84 75.00 58.03 58.05 52.36 57.98 74.70 69.55 58.13 56.51 71.05 43.91 46.54 75.97
682 372 8 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 69.40 58.28 69.40 58.76 69.32 68.92 68.43 57.97 68.26 90.06 75.90 57.43 68.46 57.81 57.98 74.68 67.99 45.92 57.50 56.12 56.82 75.70 56.76 57.35 58.22
683 372 8 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 58.52 58.65 59.03 68.71 58.89 57.82 75.46 58.13 57.79 57.86 76.20 57.78 68.89 58.26 58.63 58.18 57.68 68.54 76.20 56.19 56.62 46.18 56.63 57.12 57.31
700 372 8 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 59.22 58.44 58.48 58.46 58.45 68.93 68.85 57.92 67.10 67.04 57.78 57.36 68.13 57.28 58.67 45.11 45.75 57.58 75.61 58.03 56.35 76.70 57.11 57.07 57.50
701 372 8 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 74.01 59.14 57.66 58.76 59.50 57.46 67.67 67.04 74.92 56.54 69.42 58.28 74.13 73.38 59.06 74.93 57.85 75.03 75.13 58.46 56.86 57.53 59.09 57.50 57.92
702 372 8 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 68.00 58.40 58.19 58.58 58.25 69.11 68.77 67.49 58.65 67.54 75.77 58.63 74.15 59.08 58.30 75.89 58.78 68.20 76.39 56.51 56.68 46.02 57.22 55.20 57.10
703 372 8 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 68.22 58.52 57.98 59.01 66.92 58.32 68.32 69.30 68.47 67.78 57.75 75.51 74.97 58.54 58.03 75.81 58.94 75.04 76.41 57.35 57.22 46.39 57.40 46.43 46.28
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues = []
pvalues_real = []

for _,index in enumerate(dt_valid_sub.index):
  _, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
  pvalues_real.append(p_value)
  pvalues.append((p_value >= 0.05)*1)

  

dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues


dt_valid_sub1 = dt_valid_sub.query('sig == 1')


max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
540 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 65.94 74.85 64.46 63.96 67.83 63.70 74.51 64.49 69.45 69.52 64.27 60.23 67.71 63.22 63.94 72.75 73.86 54.26 74.96 63.71 63.77 53.88 64.53 65.90 64.81
600 372 8 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 73.20 65.03 68.73 64.91 64.66 64.65 68.39 55.94 64.45 69.78 75.33 74.78 72.58 54.52 64.80 73.06 64.86 64.28 74.88 55.42 65.56 64.07 65.09 64.68 54.57
601 372 8 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 72.50 67.69 65.44 52.75 65.98 67.66 73.28 55.02 64.74 65.27 74.62 69.27 73.35 56.35 63.53 72.88 68.54 69.44 63.80 54.12 64.94 72.86 64.95 63.63 64.21
602 372 8 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 74.37 66.32 65.51 65.35 65.56 64.79 73.12 65.75 68.82 66.32 70.23 69.28 72.35 64.04 64.01 73.63 64.80 64.43 64.52 65.11 63.24 66.61 65.01 65.15 66.12
661 372 8 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 67.09 65.58 69.21 64.82 74.37 74.20 73.72 64.78 73.07 55.81 64.29 68.21 69.72 63.93 63.44 67.78 63.78 68.13 68.32 64.88 64.94 71.84 65.49 64.67 64.95
662 372 8 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 73.41 65.73 65.72 68.58 65.10 64.30 73.42 64.12 69.27 54.18 64.65 63.98 72.61 68.33 62.73 74.22 63.07 63.71 68.80 63.82 63.54 72.49 63.49 62.81 64.94
663 372 8 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 66.49 67.79 68.85 65.43 64.98 74.05 65.56 64.05 68.36 65.86 73.90 75.35 72.74 73.84 63.48 69.73 63.83 64.11 63.32 63.45 64.62 52.07 65.35 65.64 65.05
361 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 72.93 64.86 65.64 69.47 65.16 74.92 73.32 64.09 63.66 64.42 69.05 66.48 73.70 53.54 63.90 73.13 64.90 64.12 64.31 63.22 54.73 72.66 64.96 64.57 64.04
362 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 73.87 64.11 64.83 64.10 64.99 74.92 69.57 55.44 72.48 64.58 75.49 63.35 72.94 52.17 62.94 69.16 52.99 73.69 63.14 67.05 63.99 72.18 63.98 63.43 64.94
363 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 65.83 66.10 65.77 64.81 65.27 64.69 68.60 65.38 68.74 64.41 74.04 64.31 69.00 73.54 64.25 73.02 63.81 64.61 64.04 63.06 65.23 66.00 65.93 65.25 65.37
420 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 65.86 65.04 66.11 64.81 65.00 67.09 70.96 63.57 74.11 64.42 75.12 63.52 73.18 63.56 63.80 72.83 64.06 73.64 68.47 62.68 63.31 64.35 63.51 64.04 64.65
421 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 65.29 64.24 65.36 65.22 64.82 69.36 68.04 64.44 68.73 65.08 69.33 63.55 65.82 63.56 64.45 74.17 73.82 74.01 74.24 66.52 63.96 71.89 65.35 64.91 53.18
422 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 73.64 64.70 65.68 64.36 65.36 74.82 69.37 63.58 73.76 64.13 61.26 69.14 73.44 73.44 64.60 71.00 63.34 63.62 63.06 63.92 65.08 64.33 63.36 64.15 63.79
480 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 64.98 63.97 63.46 64.37 65.08 63.81 72.22 59.25 69.21 64.93 75.40 63.85 72.70 63.81 62.87 71.62 73.48 74.17 68.33 64.41 63.44 64.36 64.35 64.78 64.64
482 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 73.77 64.70 67.94 64.44 64.94 63.54 74.27 68.78 54.85 61.88 75.63 75.39 70.34 63.38 63.95 60.21 63.46 63.22 74.12 53.42 62.49 72.36 63.24 64.45 63.46
560 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 68.16 65.15 64.90 68.85 66.66 75.57 73.25 64.57 64.90 63.68 74.72 68.28 73.75 63.53 63.36 63.81 62.72 73.42 87.59 63.34 52.73 72.91 63.36 63.43 64.34
561 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 73.73 69.20 68.69 65.42 64.71 68.80 73.24 64.25 64.31 63.58 67.67 63.21 72.87 69.04 64.18 73.11 54.76 73.83 74.72 57.29 64.31 73.89 52.88 53.19 64.50
562 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 65.56 65.83 65.71 66.07 64.76 74.51 68.92 64.06 69.18 64.49 74.98 63.66 69.15 73.06 63.39 64.67 63.58 73.33 74.35 64.01 55.27 73.39 64.49 64.06 64.42
620 372 8 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 66.03 65.73 69.95 65.55 64.81 64.43 69.07 65.06 63.96 73.97 68.86 63.15 68.61 70.37 64.11 57.70 64.30 73.35 75.53 63.65 63.62 52.67 64.59 69.79 64.24
622 372 8 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 67.88 65.29 64.34 74.15 65.85 64.70 72.86 63.83 63.88 64.96 75.23 63.15 72.64 69.92 63.42 69.78 64.07 72.89 63.82 64.10 63.94 58.34 56.42 64.29 65.43
623 372 8 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 73.04 69.66 68.17 63.95 65.48 65.55 73.60 63.78 63.64 64.52 63.97 63.96 73.69 65.12 63.60 73.73 85.70 70.32 63.07 53.88 64.74 73.33 64.40 72.85 57.06
681 372 8 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 72.06 65.71 68.28 64.57 55.00 74.31 72.35 68.73 73.28 63.50 63.82 66.52 72.78 63.83 63.55 58.29 63.57 73.83 70.09 64.06 63.63 68.92 52.63 53.40 72.89
682 372 8 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 69.05 64.93 68.83 64.18 67.81 67.08 68.47 64.18 68.98 86.99 74.37 62.61 69.49 63.71 62.96 72.73 67.78 53.71 63.82 63.86 64.26 72.44 65.13 64.32 64.85
380 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 72.75 68.76 65.01 65.80 65.71 63.92 68.85 63.83 63.83 70.59 63.54 63.58 73.38 63.56 63.27 69.05 73.26 54.48 74.27 63.97 65.09 64.51 65.48 72.89 64.82
440 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 73.42 67.51 68.58 68.66 65.19 67.74 68.73 64.54 65.13 64.23 62.96 68.15 69.59 53.73 63.52 74.15 68.19 63.54 65.13 86.39 63.86 63.43 63.39 64.96 73.58
441 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 65.99 64.51 68.31 69.39 66.07 64.36 64.93 64.75 64.72 69.19 63.97 64.32 72.34 69.08 63.34 68.04 85.95 69.52 63.69 64.41 63.41 71.91 64.75 65.24 64.60
442 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 72.90 65.04 65.14 65.09 66.44 63.35 67.43 64.93 65.61 68.95 67.05 70.21 70.06 73.04 64.02 73.51 63.97 73.08 63.70 64.68 63.31 69.36 52.59 64.35 64.54
501 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 73.34 69.09 65.03 65.37 64.27 67.50 64.73 64.13 70.38 64.50 63.22 74.74 69.20 53.68 64.84 72.93 68.97 72.88 74.90 54.24 64.83 74.15 65.24 64.13 65.16
502 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 72.74 65.20 67.76 65.63 65.69 61.71 73.72 63.98 65.89 65.80 64.95 63.84 68.20 64.02 63.52 73.82 63.29 73.30 69.26 64.08 64.28 73.29 64.26 64.74 62.27
503 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 67.20 64.07 65.22 65.06 64.55 74.75 68.86 63.71 64.69 69.29 68.15 68.79 85.84 69.95 54.39 71.19 66.52 68.79 63.27 63.64 65.18 73.40 69.85 64.97 63.89
581 372 8 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 67.55 65.23 64.87 66.47 64.54 62.29 70.37 64.93 63.72 63.98 74.35 75.36 72.84 55.44 63.36 72.11 70.21 70.07 63.61 64.25 63.75 71.89 64.49 64.21 53.53
640 372 8 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 66.77 65.78 69.39 64.75 65.58 66.63 71.96 70.24 65.25 64.69 69.56 64.05 64.21 68.29 64.67 70.90 63.66 64.27 63.88 64.74 63.09 73.00 64.22 65.33 65.26
641 372 8 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 65.23 65.31 65.37 65.47 65.08 75.64 66.69 63.70 69.70 64.18 67.33 64.03 69.52 71.19 63.15 63.67 62.87 73.07 74.35 63.29 53.75 73.14 64.97 65.16 64.59
701 372 8 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 73.50 65.12 64.81 65.54 64.83 63.06 68.66 69.64 74.07 63.63 69.31 63.74 72.80 73.62 64.35 73.57 62.63 73.25 74.33 63.99 63.87 65.73 64.31 64.84 64.89
702 372 8 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 68.03 63.77 64.94 64.12 64.92 69.46 68.36 68.06 64.58 68.97 75.38 63.44 72.37 63.13 64.22 74.86 62.91 69.69 75.12 64.19 64.22 52.88 64.56 63.72 63.79
703 372 8 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 68.59 64.69 65.13 65.36 66.85 64.69 69.58 68.74 71.19 68.75 63.14 75.09 73.12 63.09 63.90 73.27 65.58 73.12 75.01 64.54 63.91 53.50 64.97 54.49 53.90
460 372 8 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 73.73 64.43 67.68 64.38 64.95 68.22 72.89 69.99 74.33 64.26 74.91 67.84 68.20 63.43 64.35 73.03 69.73 69.07 69.58 63.01 63.59 64.84 64.07 65.28 52.41
520 372 8 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 73.90 65.07 65.25 65.53 64.75 63.42 72.64 62.61 63.40 64.76 75.48 63.60 72.05 64.38 63.81 73.58 57.09 68.28 68.63 63.71 64.20 64.92 64.13 65.46 64.54
523 372 8 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 65.54 64.40 65.55 65.29 64.94 75.17 73.30 70.17 63.93 69.67 63.32 63.69 72.90 63.85 63.62 69.24 63.15 64.58 69.22 64.67 63.20 65.55 64.41 64.24 64.54
180 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 72.21 65.40 64.62 73.47 63.91 70.51 72.26 64.24 64.78 72.22 71.54 61.81 71.07 62.35 64.50 63.49 72.77 76.90 62.25 65.21 64.59 65.61 65.39 64.74 63.79
183 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 71.31 65.48 72.62 64.13 65.39 62.74 70.05 65.45 65.11 72.35 72.96 72.46 73.02 64.71 63.48 72.23 64.11 73.28 64.31 67.40 66.48 65.29 65.01 66.24 65.48
241 372 8 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 73.61 65.19 64.73 64.79 55.50 60.00 70.96 64.61 84.96 65.24 67.06 63.53 64.30 63.58 64.43 63.89 63.56 72.30 72.39 66.13 64.15 65.39 64.65 64.38 64.36
301 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 64.23 64.76 64.50 66.52 72.30 64.86 77.57 65.76 68.83 64.91 73.25 64.64 72.58 64.81 64.83 72.51 65.09 66.00 71.58 66.07 65.06 63.70 64.90 64.36 65.80
302 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 71.42 64.52 72.25 64.49 63.77 74.20 71.82 72.78 64.67 73.03 63.91 63.29 81.15 64.61 64.60 59.45 63.56 66.65 63.81 65.22 65.95 64.73 64.28 67.25 65.22
0 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 65.08 71.42 58.92 72.74 65.45 56.49 64.43 65.40 66.53 73.21 71.77 42.66 73.21 64.22 73.58 64.23 65.05 65.90 75.61 66.63 66.89 67.82 66.01 65.78 66.67
120 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 56.17 66.60 64.36 65.85 72.33 42.66 65.28 63.64 75.14 64.84 75.06 61.19 72.67 63.09 64.56 73.50 64.26 62.57 72.35 66.46 66.59 65.49 64.90 65.25 66.97
201 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 73.20 66.25 65.34 64.63 64.11 63.63 73.31 73.92 65.79 65.06 73.90 63.20 69.26 64.28 63.34 73.28 62.45 64.79 64.35 64.63 65.48 64.54 66.59 64.59 65.16
202 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 73.26 73.47 72.45 65.19 64.95 74.12 73.17 65.12 70.32 65.06 69.70 63.41 74.21 65.77 63.75 72.67 64.28 65.08 73.35 63.76 65.38 72.66 64.51 65.40 65.19
203 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 71.79 64.96 64.96 64.75 65.54 69.91 72.78 65.31 64.96 64.88 65.00 73.84 73.71 63.04 65.17 63.33 64.32 71.59 64.57 64.35 64.58 64.11 64.70 64.81 65.81
260 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 56.08 72.86 55.33 66.18 64.65 64.05 71.89 65.08 66.22 65.43 73.58 73.01 73.12 84.43 65.57 72.44 64.99 64.47 56.01 42.66 66.50 64.65 65.34 64.64 65.36
261 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 73.26 73.30 65.00 65.68 64.53 64.04 66.28 65.58 72.51 64.60 64.01 65.06 74.76 63.39 65.36 74.11 65.02 75.23 63.09 65.55 65.04 64.52 65.06 63.87 64.51
262 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 73.65 65.48 72.02 65.46 63.65 65.12 71.78 65.28 83.88 65.64 64.32 62.46 74.80 64.20 63.73 85.23 63.52 64.82 62.34 64.31 65.55 65.26 63.57 64.01 66.24
263 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 68.48 64.63 73.25 64.94 63.47 64.82 86.60 65.28 73.76 63.73 74.89 64.55 66.42 72.39 63.74 73.38 64.55 74.32 74.22 63.81 65.19 63.16 64.15 64.72 64.08
321 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 72.11 64.35 64.42 63.57 56.27 71.79 71.65 66.68 65.10 64.88 64.21 63.67 74.13 63.81 73.67 64.46 62.56 72.82 75.11 65.02 65.60 64.45 66.70 64.59 64.69
322 372 8 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 73.52 66.14 73.06 64.31 64.83 64.62 82.16 65.08 69.61 64.57 62.85 64.34 74.50 63.60 63.27 74.31 52.05 64.54 56.14 64.12 65.76 64.08 64.33 64.20 64.78
323 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 65.35 66.09 65.14 64.24 64.37 63.58 73.23 65.17 72.36 72.27 55.79 65.09 73.93 74.34 64.70 73.52 70.05 64.07 64.05 64.07 65.31 64.37 64.84 63.92 63.69
20 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 72.52 65.61 69.27 63.90 73.64 61.75 73.31 64.06 73.09 65.52 73.81 69.21 84.00 72.82 65.20 64.46 62.72 73.55 55.28 65.74 65.16 64.41 64.70 65.76 64.82
21 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 66.11 65.31 55.89 64.21 64.97 64.02 71.86 63.68 73.28 65.03 74.88 63.10 73.09 63.63 64.48 74.70 64.32 64.20 69.55 65.09 64.90 65.83 63.83 64.16 65.61
22 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 72.98 62.15 65.28 65.76 73.15 62.84 72.09 64.60 42.66 64.98 62.78 63.10 74.21 64.44 66.27 74.04 64.20 73.82 64.17 65.88 65.81 64.63 65.57 63.47 64.38
23 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 64.81 65.12 73.46 64.67 65.20 74.57 71.46 64.28 73.10 64.84 74.66 62.95 73.63 63.44 65.33 75.28 63.43 63.73 65.04 64.98 66.47 64.23 64.54 63.65 64.53
80 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 73.40 65.42 65.64 64.36 71.90 64.27 73.44 65.18 42.66 65.02 83.11 62.97 72.86 64.34 42.66 71.89 66.60 64.57 62.16 64.96 65.94 64.11 65.08 64.89 64.11
81 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 64.86 65.75 73.22 64.25 64.84 63.71 73.78 64.05 65.31 73.21 73.93 64.23 85.99 63.18 64.07 73.23 62.86 73.73 64.56 65.46 53.37 64.36 63.79 64.94 63.01
141 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 42.66 82.49 64.94 64.09 63.88 72.86 72.98 64.53 64.30 73.51 74.87 64.76 74.25 64.11 42.66 84.67 42.66 81.63 64.68 63.80 64.95 65.17 65.28 64.78 64.51
142 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 72.65 64.68 73.29 64.92 64.32 62.09 71.97 65.04 65.01 64.49 74.62 69.83 73.45 73.51 64.09 74.37 64.11 63.35 75.27 65.20 64.28 63.85 65.20 65.46 64.57
143 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 70.61 64.50 64.76 65.24 64.95 84.29 65.10 65.31 65.73 64.43 73.99 63.69 65.18 64.37 64.86 64.31 64.50 74.48 75.12 65.09 64.72 64.90 65.12 63.99 65.10
221 372 8 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 72.97 64.22 64.38 64.78 73.80 64.26 73.32 65.08 74.60 64.20 73.06 74.36 74.36 63.12 64.27 75.04 64.46 64.13 64.46 64.44 65.24 64.17 64.47 64.32 64.90
222 372 8 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 72.16 64.36 72.81 64.52 64.46 62.48 82.86 65.02 72.24 73.94 74.38 69.21 74.54 63.39 63.92 73.34 62.85 73.46 74.88 63.78 65.91 63.25 64.98 64.45 63.84
223 372 8 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 73.41 64.98 64.97 65.93 65.23 62.17 72.78 74.30 65.59 67.73 64.25 63.57 73.68 63.57 65.32 64.31 64.00 66.69 68.72 64.20 64.37 64.56 64.23 65.68 63.92
280 372 8 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 72.16 74.14 73.08 65.77 73.07 71.05 72.49 73.62 63.76 72.62 56.03 61.01 74.86 64.16 64.04 67.23 63.99 65.05 63.15 64.33 64.19 64.71 65.02 64.06 64.60
281 372 8 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 73.66 66.08 73.17 73.84 66.02 75.67 66.37 64.23 73.11 65.12 63.80 87.04 54.46 66.47 65.39 82.78 63.71 75.02 70.92 65.06 64.66 64.86 65.93 64.51 64.46
282 372 8 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 72.93 64.35 55.89 73.15 64.62 61.86 72.66 65.08 65.30 73.73 74.11 62.78 74.09 64.05 63.31 63.37 64.87 72.67 75.79 64.30 65.98 65.25 52.40 64.10 65.31
340 372 8 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 73.30 65.95 72.46 65.03 65.06 63.42 72.16 65.99 65.30 65.33 74.04 63.08 74.03 63.16 63.16 74.20 64.53 74.35 69.67 52.84 66.46 66.30 65.14 64.23 64.93
341 372 8 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 72.56 65.64 73.29 64.48 72.68 62.09 73.69 65.29 63.44 64.33 62.73 62.85 74.87 74.08 65.50 63.98 63.47 65.02 63.86 65.08 65.37 63.88 64.82 64.57 65.36
342 372 8 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 72.93 64.45 65.17 64.28 64.33 75.03 72.47 64.47 72.38 69.17 74.80 64.47 74.04 63.81 64.63 64.66 63.89 64.09 64.13 62.91 64.75 64.91 64.72 64.49 63.59
343 372 8 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 73.29 65.09 55.35 65.79 73.43 63.74 86.06 64.45 63.17 63.52 74.40 73.01 63.28 63.36 65.31 55.53 74.17 65.02 71.54 64.39 63.83 63.56 64.96 64.47 64.42
40 372 8 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 72.95 64.59 72.88 64.23 73.35 74.28 73.79 62.69 74.34 63.67 73.73 63.12 73.42 62.07 63.64 73.16 63.73 63.02 64.31 65.12 65.38 62.67 65.52 64.29 65.09
41 372 8 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 72.94 73.22 64.88 42.66 73.49 65.04 73.60 64.53 73.78 73.72 68.60 61.46 73.27 64.59 63.42 80.93 64.76 64.85 74.87 64.59 64.63 64.41 64.47 64.85 63.49
42 372 8 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 72.30 72.50 65.52 65.06 68.32 64.57 73.20 64.25 72.94 65.56 74.87 63.43 73.98 84.03 64.01 66.02 65.55 63.57 64.27 54.98 52.64 73.16 63.83 64.00 65.02
43 372 8 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 72.47 65.24 71.26 65.53 73.60 74.25 55.18 64.93 65.29 73.60 63.23 63.56 74.10 64.68 64.63 63.61 63.56 74.21 75.40 63.99 64.83 64.41 65.41 64.13 63.59
100 372 8 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 73.15 63.77 65.21 65.30 62.66 69.81 72.22 73.98 63.93 64.34 63.44 60.89 54.62 63.43 63.94 69.13 63.55 82.94 75.30 63.67 64.08 65.39 62.92 64.65 64.34
103 372 8 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 70.88 64.81 62.83 42.66 63.92 63.86 72.05 65.71 73.72 65.67 62.76 63.90 85.08 62.86 63.66 74.14 63.23 73.75 64.24 63.72 65.44 63.04 64.32 63.41 64.54
160 372 8 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 72.86 64.30 65.13 65.81 64.46 62.01 73.43 65.12 69.46 83.78 74.17 63.55 85.08 73.07 65.58 74.62 64.97 71.95 68.91 64.47 66.10 64.41 63.72 65.30 64.33
161 372 8 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 72.84 64.71 66.19 65.62 65.08 63.93 75.11 65.69 72.86 65.54 64.32 74.40 73.82 64.56 64.56 74.09 64.18 74.21 63.46 64.65 64.88 64.87 65.17 63.70 63.19 
Size of the All data:  (144, 28)
Size of the Sig data:  (83, 28)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
71 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 59.27 75.60 57.87 57.94 67.80 57.26 75.52 58.92 68.32 67.97 57.27 53.07 65.91 57.76 57.93 75.77 75.35 47.79 76.37 57.01 55.85 47.19 56.99 58.07 57.52
76 372 8 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 73.86 58.70 68.21 58.32 58.71 57.45 68.96 49.72 57.48 68.07 76.60 75.45 75.12 48.50 58.03 75.79 58.51 56.90 76.65 46.38 57.71 56.25 57.20 57.57 46.87
77 372 8 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 73.50 66.20 59.10 45.69 67.02 68.78 74.78 47.27 58.75 57.63 76.65 68.97 74.87 47.65 58.74 74.60 67.74 69.60 57.40 45.17 57.71 76.90 57.58 56.79 56.25
30 372 8 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 74.13 59.68 58.88 58.66 58.76 58.49 74.24 58.26 67.04 59.25 69.98 69.86 74.36 57.75 57.80 74.63 58.43 58.25 58.53 58.29 56.53 57.43 57.82 59.47 59.35
24 372 8 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 59.89 58.81 69.93 58.57 74.71 75.37 74.14 58.06 75.29 47.45 57.78 69.17 68.24 58.57 58.67 68.26 58.31 68.46 69.78 56.96 55.92 76.26 57.17 57.60 57.11
58 372 8 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 74.21 58.63 58.85 69.32 59.07 57.34 75.46 57.43 67.66 45.94 57.50 56.95 74.52 68.16 58.33 75.42 56.75 57.21 72.14 57.93 56.51 75.75 56.68 56.31 57.00
38 372 8 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 59.56 68.29 68.37 58.78 57.32 75.73 59.11 58.29 66.94 57.88 75.41 74.97 74.40 75.83 58.55 70.12 57.58 58.68 57.26 56.88 58.71 44.67 58.10 58.52 57.77
60 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 74.48 57.98 59.10 68.37 58.12 75.85 74.69 57.03 57.17 57.91 69.71 68.69 75.86 46.64 58.53 74.79 59.43 57.36 57.50 55.63 45.87 75.32 57.06 56.18 57.29
72 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 74.81 58.01 57.44 58.05 57.57 75.60 68.99 48.42 75.15 57.47 76.45 57.03 76.27 45.36 57.46 68.64 46.27 74.91 57.04 58.03 56.90 76.06 56.62 56.64 56.26
52 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 58.68 59.53 59.44 58.42 58.40 58.18 67.55 58.42 69.09 57.20 75.80 57.35 68.69 75.02 58.44 75.18 58.01 58.95 57.97 57.17 58.37 57.75 58.67 57.81 57.00
39 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 58.73 58.58 58.37 58.41 58.33 68.21 68.78 57.92 75.49 56.31 76.70 57.29 74.52 56.92 58.59 74.66 57.75 76.03 68.88 56.15 55.46 56.01 56.27 56.31 56.43
36 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 66.89 58.59 58.04 58.69 58.82 69.79 67.19 58.10 66.91 57.70 70.00 57.92 58.61 58.38 58.15 75.00 74.89 74.84 76.31 58.19 57.58 75.79 57.27 57.75 43.39
40 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 73.93 57.73 58.04 58.09 58.56 76.31 68.50 57.64 75.31 56.65 54.25 70.19 75.39 75.35 58.48 74.01 56.76 56.18 56.11 56.09 57.19 57.50 55.40 56.62 55.85
47 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 58.56 57.94 56.13 57.87 57.78 57.25 73.50 53.80 68.35 57.43 76.01 58.00 75.73 57.04 58.20 69.44 75.60 76.21 68.36 56.66 55.54 57.52 57.10 57.83 57.33
75 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 75.22 58.10 68.34 58.48 58.35 56.80 75.09 66.66 49.45 53.11 76.02 76.46 68.75 56.71 58.22 52.92 56.73 57.48 76.31 45.55 55.73 76.48 55.88 57.19 55.74
9 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 69.03 58.55 57.79 68.66 67.79 76.41 74.89 58.20 58.01 57.47 76.45 71.05 76.40 57.83 57.87 57.91 55.97 74.38 90.43 57.31 45.00 76.24 55.96 56.47 56.40
63 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 73.80 69.47 69.36 58.24 58.43 69.19 74.63 57.83 58.15 57.40 69.03 56.82 75.17 69.85 59.33 74.74 47.62 74.35 75.94 48.41 56.81 76.71 45.75 44.92 57.18
28 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 60.03 58.79 58.97 59.87 58.21 76.05 68.00 58.06 69.22 56.29 76.07 58.09 68.40 74.63 57.73 57.79 57.63 75.79 76.74 57.22 46.95 76.05 56.98 56.86 56.90
69 372 8 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 59.50 58.45 68.72 58.70 59.00 58.03 68.76 57.81 57.66 74.37 69.83 57.36 68.17 69.74 58.65 51.47 57.78 74.57 75.81 57.01 55.53 46.22 56.24 69.60 56.79
65 372 8 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 68.02 58.33 58.59 75.00 59.35 58.06 74.92 57.30 57.42 57.77 76.20 57.90 74.59 69.57 58.28 68.26 58.48 75.31 57.46 56.56 56.58 48.42 47.46 59.09 56.71
16 372 8 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 73.60 67.11 69.26 58.34 58.89 58.93 74.23 58.50 57.89 58.34 58.49 58.52 74.28 58.81 58.94 74.52 89.57 69.50 57.95 46.36 56.52 76.21 57.52 75.28 47.34
73 372 8 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 73.42 58.36 68.74 58.03 46.80 76.21 73.39 67.65 75.21 58.03 57.26 69.84 75.00 58.03 58.05 52.36 57.98 74.70 69.55 58.13 56.51 71.05 43.91 46.54 75.97
27 372 8 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 69.40 58.28 69.40 58.76 69.32 68.92 68.43 57.97 68.26 90.06 75.90 57.43 68.46 57.81 57.98 74.68 67.99 45.92 57.50 56.12 56.82 75.70 56.76 57.35 58.22
45 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 73.59 70.66 57.72 59.12 59.88 58.34 67.67 57.85 58.60 69.25 58.16 58.18 75.34 58.04 59.51 67.70 74.64 47.12 76.05 57.08 57.61 57.39 58.10 75.81 57.82
19 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 74.27 67.02 68.19 68.87 58.69 69.10 67.67 56.92 57.91 58.60 57.62 68.46 69.06 45.48 58.10 75.61 69.50 57.57 57.53 90.66 56.34 55.70 55.93 56.27 77.10
25 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 59.72 58.68 69.13 69.02 59.34 58.20 59.48 59.53 57.81 68.62 57.88 58.25 74.32 69.17 58.62 68.43 90.09 69.84 57.87 58.68 56.47 75.61 57.44 58.19 57.39
50 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 73.94 58.51 58.98 59.58 68.38 57.63 67.34 59.60 58.59 68.46 68.73 70.38 68.92 74.68 58.43 75.24 57.98 74.22 58.05 57.16 56.81 69.10 44.67 58.01 56.11
35 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 74.30 68.25 57.97 58.56 57.93 67.78 59.01 57.65 67.76 57.22 57.99 76.28 70.30 47.41 59.61 75.47 70.08 74.43 75.54 46.55 56.71 75.99 57.81 57.58 57.89
42 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 73.46 58.34 67.04 59.01 58.88 55.92 73.59 58.67 58.34 58.83 58.61 58.49 68.78 58.82 58.60 75.82 58.04 74.99 69.48 57.71 57.29 75.21 57.37 57.78 54.66
12 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 67.34 58.01 58.40 58.02 58.04 75.67 67.59 57.66 58.60 68.51 69.02 70.67 89.91 69.82 46.53 69.94 68.25 67.63 57.26 56.76 57.03 76.98 70.23 57.93 55.77
68 372 8 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 68.16 58.69 58.31 68.59 58.05 56.20 70.11 58.63 57.83 57.61 76.39 75.64 75.44 49.46 57.64 73.88 69.03 68.78 57.76 57.43 56.64 74.45 56.96 57.29 45.78
54 372 8 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 60.21 58.70 68.40 58.24 58.94 69.35 73.49 68.73 58.76 58.17 69.69 58.06 58.43 68.27 59.18 69.42 58.81 58.87 58.09 58.47 57.59 76.03 55.98 57.41 57.27
53 372 8 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 58.16 59.00 59.10 58.91 58.24 76.19 66.18 58.04 67.70 58.06 69.45 59.02 68.90 70.13 58.21 57.93 57.43 74.87 75.82 57.07 43.73 75.57 57.44 59.44 57.42
8 372 8 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 74.01 59.14 57.66 58.76 59.50 57.46 67.67 67.04 74.92 56.54 69.42 58.28 74.13 73.38 59.06 74.93 57.85 75.03 75.13 58.46 56.86 57.53 59.09 57.50 57.92
55 372 8 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 68.00 58.40 58.19 58.58 58.25 69.11 68.77 67.49 58.65 67.54 75.77 58.63 74.15 59.08 58.30 75.89 58.78 68.20 76.39 56.51 56.68 46.02 57.22 55.20 57.10
66 372 8 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 68.22 58.52 57.98 59.01 66.92 58.32 68.32 69.30 68.47 67.78 57.75 75.51 74.97 58.54 58.03 75.81 58.94 75.04 76.41 57.35 57.22 46.39 57.40 46.43 46.28
20 372 8 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 74.83 58.06 67.62 58.14 58.42 69.54 74.29 67.15 75.17 56.67 75.24 68.41 69.05 57.37 58.10 75.04 68.74 68.29 69.67 56.49 56.27 58.18 56.90 57.95 43.91
64 372 8 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 74.44 58.70 59.18 59.16 58.34 58.03 74.06 57.45 57.39 58.26 76.13 58.58 74.95 57.48 59.22 74.59 51.82 68.71 68.75 57.46 55.75 57.88 56.56 57.37 56.74
57 372 8 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 58.55 58.80 59.01 58.94 58.44 76.47 74.35 67.96 57.43 68.35 57.50 57.59 75.40 57.32 58.41 68.85 59.00 59.68 68.93 57.02 56.64 56.15 56.82 57.21 57.27
17 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 73.93 58.61 58.01 75.27 58.08 74.90 73.23 56.68 58.09 75.03 73.79 56.80 74.43 55.28 56.71 56.03 76.41 81.54 55.20 56.99 55.99 56.75 56.83 56.74 55.50
6 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 73.82 59.65 74.20 58.13 58.85 55.84 72.81 58.03 57.55 74.90 74.84 75.56 74.39 56.37 58.31 75.55 56.94 75.17 56.80 59.31 60.22 58.36 56.88 58.19 58.22
67 372 8 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 75.09 58.30 58.32 58.64 49.97 53.49 72.59 56.73 88.85 58.72 70.34 55.60 56.49 56.24 56.40 56.55 56.72 74.76 74.89 57.89 56.10 57.55 56.99 56.63 55.48
18 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 58.08 58.04 58.54 58.49 72.96 57.10 79.23 56.89 72.14 57.45 74.77 57.50 75.68 57.22 57.57 74.68 56.81 58.11 75.25 59.15 57.23 56.62 56.59 55.95 57.68
26 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 73.50 56.89 74.51 57.67 57.82 76.25 74.03 75.48 57.05 75.89 55.88 56.81 84.14 57.49 57.36 59.81 56.66 58.89 55.51 57.70 57.23 57.33 56.64 57.88 56.51
62 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 58.76 73.21 59.30 74.80 58.47 50.46 58.50 58.22 58.34 74.18 74.49 49.17 75.13 56.86 74.89 57.78 58.51 57.65 76.61 58.22 59.83 59.46 57.81 57.63 58.80
81 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 50.23 57.96 58.01 58.82 74.80 49.17 58.57 56.15 80.27 58.03 76.98 53.24 75.03 55.90 57.47 75.86 56.22 56.04 74.83 59.36 59.23 57.56 56.90 57.99 57.46
44 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 74.10 59.78 58.83 58.71 59.51 57.47 73.67 76.09 58.51 57.80 76.24 58.18 69.50 57.20 58.55 75.18 55.86 57.23 57.10 57.14 58.72 56.33 57.56 57.09 56.10
3 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 75.05 75.39 74.42 58.94 58.19 76.16 75.65 57.77 73.79 58.11 69.89 56.67 75.92 57.66 58.33 75.18 56.84 58.44 76.47 57.25 57.88 76.51 56.92 57.96 57.42
49 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 73.50 59.49 59.06 58.17 58.98 70.42 73.58 58.27 59.78 58.87 58.09 76.29 75.48 58.00 59.12 57.61 58.00 75.53 57.64 58.90 57.33 57.32 57.46 57.84 56.92
78 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 50.58 73.28 49.84 59.14 57.86 56.70 73.87 58.74 58.95 58.55 74.97 70.04 74.34 87.89 57.98 74.91 57.83 57.61 50.00 49.17 57.36 57.03 56.38 57.78 57.32
34 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 73.81 74.97 58.52 59.29 58.28 57.81 59.56 58.45 75.11 58.39 57.01 57.75 75.94 57.12 56.69 75.49 57.95 75.63 55.34 58.89 58.47 58.19 57.36 55.95 56.65
11 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 74.54 58.39 73.74 58.46 57.49 57.26 74.19 57.60 89.19 59.10 57.50 55.68 75.56 57.86 57.87 90.60 57.11 57.32 55.77 56.81 58.81 57.77 56.51 57.19 57.04
4 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 71.29 58.29 74.00 58.37 57.90 57.20 90.75 57.64 74.53 57.47 76.56 57.44 67.44 76.18 58.19 75.48 56.65 75.73 76.36 56.69 57.82 56.73 56.57 56.83 58.17
41 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 73.96 57.69 57.91 57.78 49.88 73.56 74.52 58.27 58.40 58.42 57.75 56.63 75.62 57.53 75.03 57.46 56.83 74.41 76.83 57.28 57.20 56.67 57.56 56.51 57.18
70 372 8 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 74.41 59.01 73.73 58.61 58.74 57.33 85.14 57.78 70.45 58.48 55.38 56.59 76.07 56.33 57.69 77.26 45.65 56.97 50.93 56.59 56.57 57.63 57.32 57.18 57.35
46 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 59.34 58.35 57.96 58.42 58.44 56.16 74.76 57.65 73.82 74.91 50.00 58.38 75.70 76.53 57.70 75.27 68.82 57.77 56.76 56.84 56.97 57.35 56.25 57.57 56.49
5 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 73.75 59.64 72.15 56.97 74.37 55.86 75.28 57.50 76.23 57.89 76.52 68.89 88.68 75.48 57.75 56.91 56.03 75.59 49.98 57.71 56.32 57.36 57.14 57.30 56.86
61 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 58.19 58.43 49.95 57.86 59.10 56.81 74.45 57.54 75.15 58.25 75.74 57.44 75.51 56.30 57.41 76.20 56.66 57.90 70.18 56.63 57.41 57.17 57.79 57.32 58.27
80 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 74.82 57.06 58.94 58.84 74.49 56.63 75.01 57.90 49.17 57.96 56.50 57.54 75.75 57.73 57.77 76.74 57.09 75.28 56.61 58.32 58.54 57.60 57.37 56.97 56.91
23 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 59.53 58.98 74.66 58.62 58.50 75.95 74.59 57.43 75.40 57.36 76.24 57.59 75.61 56.43 57.27 76.12 57.11 56.13 56.81 57.05 58.13 57.35 57.05 56.11 56.96
82 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 74.03 59.84 58.98 57.06 73.66 56.61 74.22 56.82 49.17 57.42 87.36 56.82 74.84 56.39 49.17 71.23 58.73 56.33 54.99 57.64 59.00 56.73 57.58 56.90 56.17
33 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 59.14 58.65 74.48 58.62 59.02 56.38 75.40 56.81 57.65 75.18 76.97 56.64 89.00 56.17 55.85 76.10 55.99 76.08 57.33 57.51 45.60 56.76 57.19 56.26 55.78
74 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 49.17 88.31 58.14 57.95 58.30 75.41 74.59 57.40 56.89 74.81 76.60 57.85 76.04 56.65 49.17 87.49 49.17 87.33 56.23 56.36 57.24 56.60 57.61 57.58 57.28
7 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 73.86 57.81 74.82 58.64 58.35 55.70 74.34 58.17 56.95 57.10 76.01 70.03 76.14 74.98 57.62 76.75 56.70 56.19 76.76 56.72 56.67 56.67 57.26 57.46 57.06
31 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 72.96 58.06 58.45 58.49 59.19 90.39 58.17 58.01 58.98 57.90 75.28 57.37 57.98 57.52 58.36 57.39 57.94 76.43 77.71 58.30 57.07 57.25 57.15 57.72 57.05
10 372 8 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 74.90 59.22 57.98 58.88 74.00 56.79 73.88 57.71 75.54 56.96 75.09 77.37 76.11 57.77 58.74 76.70 56.90 57.00 57.26 56.98 57.73 57.74 56.45 57.30 56.95
2 372 8 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 74.93 57.87 75.47 58.96 57.75 55.73 89.82 57.32 75.46 74.54 76.19 69.57 75.60 56.88 58.34 76.34 56.81 76.39 76.71 58.03 57.99 56.60 56.71 57.30 55.77
56 372 8 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 75.10 58.90 58.77 59.21 59.25 56.32 74.97 76.42 58.63 67.01 56.40 58.00 75.57 57.02 58.01 58.00 57.53 67.30 69.62 56.82 57.84 57.71 56.93 56.45 56.87
21 372 8 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 74.13 74.08 74.13 58.54 73.58 74.17 74.74 75.67 56.63 76.73 49.88 55.55 75.28 57.27 56.60 67.51 57.05 57.46 56.55 56.96 55.97 57.27 57.16 56.52 56.26
1 372 8 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 75.17 58.99 74.62 75.76 58.51 76.71 59.35 57.69 74.46 58.58 57.81 89.19 46.80 58.95 58.16 87.01 56.70 75.57 73.76 58.24 58.11 57.20 57.33 57.86 57.10
51 372 8 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 73.97 59.25 49.95 75.50 58.40 55.23 74.91 58.10 58.96 75.98 77.08 56.09 75.82 56.91 56.93 57.99 58.35 75.55 77.01 57.00 57.99 56.91 46.38 57.25 57.17
32 372 8 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 74.35 59.25 73.44 58.33 59.47 58.34 73.86 58.67 57.26 58.04 76.72 56.76 75.48 57.07 57.09 75.57 57.72 75.56 70.04 46.13 58.42 58.07 56.87 57.66 57.56
48 372 8 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 74.05 59.40 74.03 59.17 73.92 55.87 74.74 59.19 56.89 58.08 56.80 56.14 75.83 75.82 58.61 57.68 57.61 57.96 57.04 57.99 57.37 56.65 57.05 56.51 57.02
37 372 8 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 73.42 58.17 59.30 58.93 59.48 76.16 74.03 57.76 75.17 68.72 76.21 57.78 76.52 57.16 57.20 57.49 57.15 57.60 57.26 56.15 57.22 57.13 57.51 56.76 56.55
43 372 8 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 75.23 57.59 50.00 57.91 74.69 57.70 89.04 57.69 56.72 56.24 76.66 76.06 57.08 56.90 57.52 49.76 76.54 56.78 70.96 57.29 56.57 56.74 56.95 56.08 55.69
13 372 8 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 75.31 57.67 74.79 58.56 74.77 76.10 75.30 57.21 76.05 57.62 75.85 57.43 76.63 56.57 57.29 74.91 56.34 57.93 57.27 57.85 57.53 57.00 58.15 56.41 57.62
15 372 8 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 74.65 74.42 58.94 49.17 74.31 57.94 74.65 57.69 74.56 74.92 69.03 55.64 75.77 57.21 58.08 83.64 57.51 57.49 76.45 57.03 57.30 57.78 56.72 56.95 57.24
22 372 8 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 72.83 74.92 59.47 59.59 67.13 57.50 73.73 57.39 75.82 58.49 76.41 57.35 75.32 89.37 57.93 58.48 57.83 57.11 57.04 45.06 44.17 76.39 56.51 57.38 56.76
29 372 8 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 73.78 58.17 72.82 59.41 74.25 75.60 49.50 57.14 58.54 75.14 57.62 57.12 75.31 57.52 58.40 56.59 57.21 75.83 76.22 57.49 57.93 58.18 58.27 58.18 57.39
59 372 8 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 74.11 58.63 58.79 57.71 56.84 69.63 75.19 75.91 56.80 57.71 56.15 54.14 49.79 56.68 56.98 68.31 56.73 88.14 77.23 55.94 55.99 56.96 56.73 57.25 57.09
79 372 8 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 72.00 60.20 57.07 49.17 58.80 57.59 74.36 57.31 75.46 58.11 56.96 57.13 89.81 57.28 57.40 75.34 57.94 76.16 56.55 56.53 58.06 56.90 56.97 56.07 56.36
0 372 8 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 74.35 58.77 57.58 60.28 58.97 56.64 75.16 57.55 68.86 89.16 76.47 57.54 87.25 75.88 58.02 76.86 56.19 74.02 69.65 58.16 59.31 57.32 55.77 57.84 57.33
14 372 8 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 74.27 58.33 59.40 58.39 58.71 57.59 75.88 58.40 74.79 59.12 58.08 76.88 75.66 56.65 58.85 76.56 57.43 76.11 56.90 57.45 57.57 57.19 56.68 56.13 57.59 
Size of the test data:  (83, 33)

Difference

Code 
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):   
   diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)

html_table = diff.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

# 
# show(diff)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 negative_count
523 372 8 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.99 -5.60 -6.54 -6.35 -6.50 1.30 1.05 -2.21 -6.50 -1.32 -5.82 -6.10 2.50 -6.53 -5.21 -0.39 -4.15 -4.90 -0.29 -7.65 -6.56 -9.40 -7.59 -7.03 -7.27 22
602 372 8 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.24 -6.64 -6.63 -6.69 -6.80 -6.30 1.12 -7.49 -1.78 -7.07 -0.25 0.58 2.01 -6.29 -6.21 1.00 -6.37 -6.18 -5.99 -6.82 -6.71 -9.18 -7.19 -5.68 -6.77 21
640 372 8 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.56 -7.08 -0.99 -6.51 -6.64 2.72 1.53 -1.51 -6.49 -6.52 0.13 -5.99 -5.78 -0.02 -5.49 -1.48 -4.85 -5.40 -5.79 -6.27 -5.50 3.03 -8.24 -7.92 -7.99 21
620 372 8 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.53 -7.28 -1.23 -6.85 -5.81 -6.40 -0.31 -7.25 -6.30 0.40 0.97 -5.79 -0.44 -0.63 -5.46 -6.23 -6.52 1.22 0.28 -6.64 -8.09 -6.45 -8.35 -0.19 -7.45 21
363 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.15 -6.57 -6.33 -6.39 -6.87 -6.51 -1.05 -6.96 0.35 -7.21 1.76 -6.96 -0.31 1.48 -5.81 2.16 -5.80 -5.66 -6.07 -5.89 -6.86 -8.25 -7.26 -7.44 -8.37 21
540 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.67 0.75 -6.59 -6.02 -0.03 -6.44 1.01 -5.57 -1.13 -1.55 -7.00 -7.16 -1.80 -5.46 -6.01 3.02 1.49 -6.47 1.41 -6.70 -7.92 -6.69 -7.54 -7.83 -7.29 20
100 372 8 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.96 -5.14 -6.42 -7.59 -5.82 -0.18 2.97 1.93 -7.13 -6.63 -7.29 -6.75 -4.83 -6.75 -6.96 -0.82 -6.82 5.20 1.93 -7.73 -8.09 -8.43 -6.19 -7.40 -7.25 20
641 372 8 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.07 -6.31 -6.27 -6.56 -6.84 0.55 -0.51 -5.66 -2.00 -6.12 2.12 -5.01 -0.62 -1.06 -4.94 -5.74 -5.44 1.80 1.47 -6.22 -10.02 2.43 -7.53 -5.72 -7.17 20
702 372 8 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.03 -5.37 -6.75 -5.54 -6.67 -0.35 0.41 -0.57 -5.93 -1.43 0.39 -4.81 1.78 -4.05 -5.92 1.03 -4.13 -1.49 1.27 -7.68 -7.54 -6.86 -7.34 -8.52 -6.69 20
143 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.35 -6.44 -6.31 -6.75 -5.76 6.10 -6.93 -7.30 -6.75 -6.53 1.29 -6.32 -7.20 -6.85 -6.50 -6.92 -6.56 1.95 2.59 -6.79 -7.65 -7.65 -7.97 -6.27 -8.05 20
261 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.55 1.67 -6.48 -6.39 -6.25 -6.23 -6.72 -7.13 2.60 -6.21 -7.00 -7.31 1.18 -6.27 -8.67 1.38 -7.07 0.40 -7.75 -6.66 -6.57 -6.33 -7.70 -7.92 -7.86 19
201 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.90 -6.47 -6.51 -5.92 -4.60 -6.16 0.36 2.17 -7.28 -7.26 2.34 -5.02 0.24 -7.08 -4.79 1.90 -6.59 -7.56 -7.25 -7.49 -6.76 -8.21 -9.03 -7.50 -9.06 19
203 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.71 -5.47 -5.90 -6.58 -6.56 0.51 0.80 -7.04 -5.18 -6.01 -6.91 2.45 1.77 -5.04 -6.05 -5.72 -6.32 3.94 -6.93 -5.45 -7.25 -6.79 -7.24 -6.97 -8.89 19
323 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.01 -7.74 -7.18 -5.82 -5.93 -7.42 1.53 -7.52 1.46 2.64 -5.79 -6.71 1.77 2.19 -7.00 1.75 -1.23 -6.30 -7.29 -7.23 -8.34 -7.02 -8.59 -6.35 -7.20 19
262 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.89 -7.09 1.72 -7.00 -6.16 -7.86 2.41 -7.68 5.31 -6.54 -6.82 -6.78 0.76 -6.34 -5.86 5.37 -6.41 -7.50 -6.57 -7.50 -6.74 -7.49 -7.06 -6.82 -9.20 19
322 372 8 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.89 -7.13 0.67 -5.70 -6.09 -7.29 2.98 -7.30 0.84 -6.09 -7.47 -7.75 1.57 -7.27 -5.58 2.95 -6.40 -7.57 -5.21 -7.53 -9.19 -6.45 -7.01 -7.02 -7.43 19
380 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.84 1.90 -7.29 -6.68 -5.83 -5.58 -1.18 -5.98 -5.23 -1.34 -5.38 -5.40 1.96 -5.52 -3.76 -1.35 1.38 -7.36 1.78 -6.89 -7.48 -7.12 -7.38 2.92 -7.00 19
21 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.92 -6.88 -5.94 -6.35 -5.87 -7.21 2.59 -6.14 1.87 -6.78 0.86 -5.66 2.42 -7.33 -7.07 1.50 -7.66 -6.30 0.63 -8.46 -7.49 -8.66 -6.04 -6.84 -7.34 19
223 372 8 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.69 -6.08 -6.20 -6.72 -5.98 -5.85 2.19 2.12 -6.96 -0.72 -7.85 -5.57 1.89 -6.55 -7.31 -6.31 -6.47 0.61 0.90 -7.38 -6.53 -6.85 -7.30 -9.23 -7.05 19
341 372 8 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.49 -6.24 0.74 -5.31 1.24 -6.22 1.05 -6.10 -6.55 -6.25 -5.93 -6.71 0.96 1.74 -6.89 -6.30 -5.86 -7.06 -6.82 -7.09 -8.00 -7.23 -7.77 -8.06 -8.34 19
342 372 8 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.49 -6.28 -5.87 -5.35 -4.85 1.13 1.56 -6.71 2.79 -0.45 1.41 -6.69 2.48 -6.65 -7.43 -7.17 -6.74 -6.49 -6.87 -6.76 -7.53 -7.78 -7.21 -7.73 -7.04 19
343 372 8 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.94 -7.50 -5.35 -7.88 1.26 -6.04 2.98 -6.76 -6.45 -7.28 2.26 3.05 -6.20 -6.46 -7.79 -5.77 2.37 -8.24 -0.58 -7.10 -7.26 -6.82 -8.01 -8.39 -8.73 19
502 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.72 -6.86 -0.72 -6.62 -6.81 -5.79 -0.13 -5.31 -7.55 -6.97 -6.34 -5.35 0.58 -5.20 -4.92 2.00 -5.25 1.69 0.22 -6.37 -6.99 1.92 -6.89 -6.96 -7.61 19
241 372 8 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.48 -6.89 -6.41 -6.15 -5.53 -6.51 1.63 -7.88 3.89 -6.52 3.28 -7.93 -7.81 -7.34 -8.03 -7.34 -6.84 2.46 2.50 -8.24 -8.05 -7.84 -7.66 -7.75 -8.88 19
622 372 8 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.14 -6.96 -5.75 0.85 -6.50 -6.64 2.06 -6.53 -6.46 -7.19 0.97 -5.25 1.95 -0.35 -5.14 -1.52 -5.59 2.42 -6.36 -7.54 -7.36 -9.92 -8.96 -5.20 -8.72 19
663 372 8 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.93 0.50 -0.48 -6.65 -7.66 1.68 -6.45 -5.76 -1.42 -7.98 1.51 -0.38 1.66 1.99 -4.93 0.39 -6.25 -5.43 -6.06 -6.57 -5.91 -7.40 -7.25 -7.12 -7.28 19
480 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.42 -6.03 -7.33 -6.50 -7.30 -6.56 1.28 -5.45 -0.86 -7.50 0.61 -5.85 3.03 -6.77 -4.67 -2.18 2.12 2.04 0.03 -7.75 -7.90 -6.84 -7.25 -6.95 -7.31 19
321 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.85 -6.66 -6.51 -5.79 -6.39 1.77 2.87 -8.41 -6.70 -6.46 -6.46 -7.04 1.49 -6.28 1.36 -7.00 -5.73 1.59 1.72 -7.74 -8.40 -7.78 -9.14 -8.08 -7.51 18
260 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.50 0.42 -5.49 -7.04 -6.79 -7.35 1.98 -6.34 -7.27 -6.88 1.39 -2.97 1.22 3.46 -7.59 2.47 -7.16 -6.86 -6.01 6.51 -9.14 -7.62 -8.96 -6.86 -8.04 18
482 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.45 -6.60 0.40 -5.96 -6.59 -6.74 0.82 -2.12 -5.40 -8.77 0.39 1.07 -1.59 -6.67 -5.73 -7.29 -6.73 -5.74 2.19 -7.87 -6.76 4.12 -7.36 -7.26 -7.72 18
441 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.27 -5.83 0.82 -0.37 -6.73 -6.16 -5.45 -5.22 -6.91 -0.57 -6.09 -6.07 1.98 0.09 -4.72 0.39 4.14 0.32 -5.82 -5.73 -6.94 3.70 -7.31 -7.05 -7.21 18
422 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.29 -6.97 -7.64 -6.27 -6.80 1.49 -0.87 -5.94 1.55 -7.48 -7.01 1.05 1.95 1.91 -6.12 3.01 -6.58 -7.44 -6.95 -7.83 -7.89 -6.83 -7.96 -7.53 -7.94 18
420 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.13 -6.46 -7.74 -6.40 -6.67 1.12 -2.18 -5.65 1.38 -8.11 1.58 -6.23 1.34 -6.64 -5.21 1.83 -6.31 2.39 0.41 -6.53 -7.85 -8.34 -7.24 -7.73 -8.22 18
22 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.84 -5.09 -6.34 -6.92 1.34 -6.21 2.92 -6.70 6.51 -7.02 -6.28 -5.56 1.54 -6.71 -8.50 2.70 -7.11 1.46 -7.56 -7.56 -7.27 -7.03 -8.20 -6.50 -7.47 18
301 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.15 -6.72 -5.96 -8.03 0.66 -7.76 1.66 -8.87 3.31 -7.46 1.52 -7.14 3.10 -7.59 -7.26 2.17 -8.28 -7.89 3.67 -6.92 -7.83 -7.08 -8.31 -8.41 -8.12 18
23 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.28 -6.14 1.20 -6.05 -6.70 1.38 3.13 -6.85 2.30 -7.48 1.58 -5.36 1.98 -7.01 -8.06 0.84 -6.32 -7.60 -8.23 -7.93 -8.34 -6.88 -7.49 -7.54 -7.57 18
80 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.63 -5.58 -6.66 -7.30 1.76 -7.66 0.78 -8.36 6.51 -7.60 4.25 -6.15 1.98 -7.95 6.51 -0.66 -7.87 -8.24 -7.17 -7.32 -6.94 -7.38 -7.50 -7.99 -7.94 18
81 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.72 -7.10 1.26 -5.63 -5.82 -7.33 1.62 -7.24 -7.66 1.97 3.04 -7.59 3.01 -7.01 -8.22 2.87 -6.87 2.35 -7.23 -7.95 -7.77 -7.60 -6.60 -8.68 -7.23 18
362 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.94 -6.10 -7.39 -6.05 -7.42 0.68 -0.58 -7.02 2.67 -7.11 0.96 -6.32 3.33 -6.81 -5.48 -0.52 -6.72 1.22 -6.10 -9.02 -7.09 3.88 -7.36 -6.79 -8.68 18
662 372 8 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.80 -7.10 -6.87 0.74 -6.03 -6.96 2.04 -6.69 -1.61 -8.24 -7.15 -7.03 1.91 -0.17 -4.40 1.20 -6.32 -6.50 3.34 -5.89 -7.03 3.26 -6.81 -6.50 -7.94 18
103 372 8 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.12 -4.61 -5.76 6.51 -5.12 -6.27 2.31 -8.40 1.74 -7.56 -5.80 -6.77 4.73 -5.58 -6.26 1.20 -5.29 2.41 -7.69 -7.19 -7.38 -6.14 -7.35 -7.34 -8.18 18
120 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.94 -8.64 -6.35 -7.03 2.47 6.51 -6.71 -7.49 5.13 -6.81 1.92 -7.95 2.36 -7.19 -7.09 2.36 -8.04 -6.53 2.48 -7.10 -7.36 -7.93 -8.00 -7.26 -9.51 18
161 372 8 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.43 -6.38 -6.79 -7.23 -6.37 -6.34 0.77 -7.29 1.93 -6.42 -6.24 2.48 1.84 -7.91 -5.71 2.47 -6.75 1.90 -6.56 -7.20 -7.31 -7.68 -8.49 -7.57 -5.60 18
600 372 8 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.66 -6.33 -0.52 -6.59 -5.95 -7.20 0.57 -6.22 -6.97 -1.71 1.27 0.67 2.54 -6.02 -6.77 2.73 -6.35 -7.38 1.77 -9.04 -7.85 -7.82 -7.89 -7.11 -7.70 18
442 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.04 -6.53 -6.16 -5.51 1.94 -5.72 -0.09 -5.33 -7.02 -0.49 1.68 0.17 -1.14 1.64 -5.59 1.73 -5.99 1.14 -5.65 -7.52 -6.50 -0.26 -7.92 -6.34 -8.43 18
562 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.53 -7.04 -6.74 -6.20 -6.55 1.54 -0.92 -6.00 0.04 -8.20 1.09 -5.57 -0.75 1.57 -5.66 -6.88 -5.95 2.46 2.39 -6.79 -8.32 2.66 -7.51 -7.20 -7.52 18
520 372 8 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.54 -6.37 -6.07 -6.37 -6.41 -5.39 1.42 -5.16 -6.01 -6.50 0.65 -5.02 2.90 -6.90 -4.59 1.01 -5.27 0.43 0.12 -6.25 -8.45 -7.04 -7.57 -8.09 -7.80 18
581 372 8 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.61 -6.54 -6.56 2.12 -6.49 -6.09 -0.26 -6.30 -5.89 -6.37 2.04 0.28 2.60 -5.98 -5.72 1.77 -1.18 -1.29 -5.85 -6.82 -7.11 2.56 -7.53 -6.92 -7.75 18
703 372 8 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.37 -6.17 -7.15 -6.35 0.07 -6.37 -1.26 0.56 -2.72 -0.97 -5.39 0.42 1.85 -4.55 -5.87 2.54 -6.64 1.92 1.40 -7.19 -6.69 -7.11 -7.57 -8.06 -7.62 18
701 372 8 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.51 -5.98 -7.15 -6.78 -5.33 -5.60 -0.99 -2.60 0.85 -7.09 0.11 -5.46 1.33 -0.24 -5.29 1.36 -4.78 1.78 0.80 -5.53 -7.01 -8.20 -5.22 -7.34 -6.97 18
302 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.08 -7.63 2.26 -6.82 -5.95 2.05 2.21 2.70 -7.62 2.86 -8.03 -6.48 2.99 -7.12 -7.24 0.36 -6.90 -7.76 -8.30 -7.52 -8.72 -7.40 -7.64 -9.37 -8.71 17
623 372 8 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.56 -2.55 1.09 -5.61 -6.59 -6.62 0.63 -5.28 -5.75 -6.18 -5.48 -5.44 0.59 -6.31 -4.66 0.79 3.87 -0.82 -5.12 -7.52 -8.22 2.88 -6.88 2.43 -9.72 17
43 372 8 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.31 -7.07 1.56 -6.12 0.65 1.35 -5.68 -7.79 -6.75 1.54 -5.61 -6.44 1.21 -7.16 -6.23 -7.02 -6.35 1.62 0.82 -6.50 -6.90 -6.23 -7.14 -5.95 -6.20 17
42 372 8 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.53 2.42 -6.05 -5.47 -1.19 -7.07 0.53 -6.86 2.88 -7.07 1.54 -6.08 1.34 5.34 -6.08 -7.54 -7.72 -6.46 -7.23 -9.92 -8.47 3.23 -7.32 -6.62 -8.26 17
340 372 8 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.05 -6.70 0.98 -6.70 -5.59 -5.08 1.70 -7.32 -8.04 -7.29 2.68 -6.32 1.45 -6.09 -6.07 1.37 -6.81 1.21 0.37 -6.71 -8.04 -8.23 -8.27 -6.57 -7.37 17
282 372 8 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.04 -5.10 -5.94 2.35 -6.22 -6.63 2.25 -6.98 -6.34 2.25 2.97 -6.69 1.73 -7.14 -6.38 -5.38 -6.52 2.88 1.22 -7.30 -7.99 -8.34 -6.02 -6.85 -8.14 17
361 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.55 -6.88 -6.54 -1.10 -7.04 0.93 1.37 -7.06 -6.49 -6.51 0.66 2.21 2.16 -6.90 -5.37 1.66 -5.47 -6.76 -6.81 -7.59 -8.86 2.66 -7.90 -8.39 -6.75 17
221 372 8 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.93 -5.00 -6.40 -5.90 0.20 -7.47 0.56 -7.37 0.94 -7.24 2.03 3.01 1.75 -5.35 -5.53 1.66 -7.56 -7.13 -7.20 -7.46 -7.51 -6.43 -8.02 -7.02 -7.95 17
503 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.14 -6.06 -6.82 -7.04 -6.51 0.92 -1.27 -6.05 -6.09 -0.78 0.87 1.88 4.07 -0.13 -7.86 -1.25 1.73 -1.16 -6.01 -6.88 -8.15 3.58 0.38 -7.04 -8.12 17
440 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.85 -0.49 -0.39 0.21 -6.50 1.36 -1.06 -7.62 -7.22 -5.63 -5.34 0.31 -0.53 -8.25 -5.42 1.46 1.31 -5.97 -7.60 4.27 -7.52 -7.73 -7.46 -8.69 3.52 17
421 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.60 -5.65 -7.32 -6.53 -6.00 0.43 -0.85 -6.34 -1.82 -7.38 0.67 -5.63 -7.21 -5.18 -6.30 0.83 1.07 0.83 2.07 -8.33 -6.38 3.90 -8.08 -7.16 -9.79 17
183 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.51 -5.83 1.58 -6.00 -6.54 -6.90 2.76 -7.42 -7.56 2.55 1.88 3.10 1.37 -8.34 -5.17 3.32 -7.17 1.89 -7.51 -8.09 -6.26 -6.93 -8.13 -8.05 -7.26 16
180 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.72 -6.79 -6.61 1.80 -5.83 4.39 0.97 -7.56 -6.69 2.81 2.25 -5.01 3.36 -7.07 -7.79 -7.46 3.64 4.64 -7.05 -8.22 -8.60 -8.86 -8.56 -8.00 -8.29 16
160 372 8 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.49 -5.53 -7.55 -5.53 -5.49 -5.37 1.73 -7.57 -0.60 5.38 2.30 -6.01 2.17 2.81 -7.56 2.24 -8.78 2.07 0.74 -6.31 -6.79 -7.09 -7.95 -7.46 -7.00 16
601 372 8 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.00 -1.49 -6.34 -7.06 1.04 1.12 1.50 -7.75 -5.99 -7.64 2.03 -0.30 1.52 -8.70 -4.79 1.72 -0.80 0.16 -6.40 -8.95 -7.23 4.04 -7.37 -6.84 -7.96 16
40 372 8 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.36 -6.92 1.91 -5.67 1.42 1.82 1.51 -5.48 1.71 -6.05 2.12 -5.69 3.21 -5.50 -6.35 1.75 -7.39 -5.09 -7.04 -7.27 -7.85 -5.67 -7.37 -7.88 -7.47 16
501 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.96 -0.84 -7.06 -6.81 -6.34 0.28 -5.72 -6.48 -2.62 -7.28 -5.23 1.54 1.10 -6.27 -5.23 2.54 1.11 1.55 0.64 -7.69 -8.12 1.84 -7.43 -6.55 -7.27 16
682 372 8 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.35 -6.65 0.57 -5.42 1.51 1.84 -0.04 -6.21 -0.72 3.07 1.53 -5.18 -1.03 -5.90 -4.98 1.95 0.21 -7.79 -6.32 -7.74 -7.44 3.26 -8.37 -6.97 -6.63 16
20 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.23 -5.97 2.88 -6.93 0.73 -5.89 1.97 -6.56 3.14 -7.63 2.71 -0.32 4.68 2.66 -7.45 -7.55 -6.69 2.04 -5.30 -8.03 -8.84 -7.05 -7.56 -8.46 -7.96 16
142 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.21 -6.87 1.53 -6.28 -5.97 -6.39 2.37 -6.87 -8.06 -7.39 1.39 0.20 2.69 1.47 -6.47 2.38 -7.41 -7.16 1.49 -8.48 -7.61 -7.18 -7.94 -8.00 -7.51 16
281 372 8 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.51 -7.09 1.45 1.92 -7.51 1.04 -7.02 -6.54 1.35 -6.54 -5.99 2.15 -7.66 -7.52 -7.23 4.23 -7.01 0.55 2.84 -6.82 -6.55 -7.66 -8.60 -6.65 -7.36 16
280 372 8 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.97 -0.06 1.05 -7.23 0.51 3.12 2.25 2.05 -7.13 4.11 -6.15 -5.46 0.42 -6.89 -7.44 0.28 -6.94 -7.59 -6.60 -7.37 -8.22 -7.44 -7.86 -7.54 -8.34 16
460 372 8 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.10 -6.37 -0.06 -6.24 -6.53 1.32 1.40 -2.84 0.84 -7.59 0.33 0.57 0.85 -6.06 -6.25 2.01 -0.99 -0.78 0.09 -6.52 -7.32 -6.66 -7.17 -7.33 -8.50 16
0 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.32 1.79 0.38 2.06 -6.98 -6.03 -5.93 -7.18 -8.19 0.97 2.72 6.51 1.92 -7.36 1.31 -6.45 -6.54 -8.25 1.00 -8.41 -7.06 -8.36 -8.20 -8.15 -7.87 16
263 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.81 -6.34 0.75 -6.57 -5.57 -7.62 4.15 -7.64 0.77 -6.26 1.67 -7.11 1.02 3.79 -5.55 2.10 -7.90 1.41 2.14 -7.12 -7.37 -6.43 -7.58 -7.89 -5.91 15
661 372 8 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.20 -6.77 0.72 -6.25 0.34 1.17 0.42 -6.72 2.22 -8.36 -6.51 0.96 -1.48 -5.36 -4.77 0.48 -5.47 0.33 1.46 -7.92 -9.02 4.42 -8.32 -7.07 -7.84 15
560 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.87 -6.60 -7.11 -0.19 1.13 0.84 1.64 -6.37 -6.89 -6.21 1.73 2.77 2.65 -5.70 -5.49 -5.90 -6.75 0.96 2.84 -6.03 -7.73 3.33 -7.40 -6.96 -7.94 15
681 372 8 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.36 -7.35 0.46 -6.54 -8.20 1.90 1.04 -1.08 1.93 -5.47 -6.56 3.32 2.22 -5.80 -5.50 -5.93 -5.59 0.87 -0.54 -5.93 -7.12 2.13 -8.72 -6.86 3.08 15
222 372 8 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.77 -6.49 2.66 -5.56 -6.71 -6.75 6.96 -7.70 3.22 0.60 1.81 0.36 1.06 -6.51 -5.58 3.00 -6.04 2.93 1.83 -5.75 -7.92 -6.65 -8.27 -7.15 -8.07 14
41 372 8 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.71 1.20 -5.94 6.51 0.82 -7.10 1.05 -6.84 0.78 1.20 0.43 -5.82 2.50 -7.38 -5.34 2.71 -7.25 -7.36 1.58 -7.56 -7.33 -6.63 -7.75 -7.90 -6.25 14
202 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.79 1.92 1.97 -6.25 -6.76 2.04 2.48 -7.35 3.47 -6.95 0.19 -6.74 1.71 -8.11 -5.42 2.51 -7.44 -6.64 3.12 -6.51 -7.50 3.85 -7.59 -7.44 -7.77 14
141 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 6.51 5.82 -6.80 -6.14 -5.58 2.55 1.61 -7.13 -7.41 1.30 1.73 -6.91 1.79 -7.46 6.51 2.82 6.51 5.70 -8.45 -7.44 -7.71 -8.57 -7.67 -7.20 -7.23 14
561 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.07 0.27 0.67 -7.18 -6.28 0.39 1.39 -6.42 -6.16 -6.18 1.36 -6.39 2.30 0.81 -4.85 1.63 -7.14 0.52 1.22 -8.88 -7.50 2.82 -7.13 -8.27 -7.32 13

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_13 72.420000 5.094843
mAP_valid_abs_values_7 71.644096 4.373723
mAP_valid_abs_values_16 70.639157 5.593305
mAP_valid_abs_values 70.011446 4.954751
mAP_valid_abs_values_11 69.638795 5.510131
mAP_valid_abs_values_18 68.885542 5.559359
mAP_valid_abs_values_19 68.295060 5.739166
mAP_valid_abs_values_9 67.844940 6.216588
mAP_valid_abs_values_6 66.993012 5.827887
mAP_valid_abs_values_10 66.870361 4.765363
mAP_valid_abs_values_3 66.660361 4.068621
mAP_valid_abs_values_2 66.319518 3.196484
mAP_valid_abs_values_23 66.053855 4.994829
mAP_valid_abs_values_5 65.999880 3.690252
mAP_valid_abs_values_12 65.872771 5.377590
mAP_valid_abs_values_14 65.448313 5.709724
mAP_valid_abs_values_8 65.236506 3.279072
mAP_valid_abs_values_4 65.045904 4.444708
mAP_valid_abs_values_17 64.917108 5.542606
mAP_valid_abs_values_25 64.463373 2.613381
mAP_valid_abs_values_26 64.097831 3.216635
mAP_valid_abs_values_24 64.075301 2.895819
mAP_valid_abs_values_22 63.943614 3.022132
mAP_valid_abs_values_15 63.708193 3.866929
mAP_valid_abs_values_21 63.553012 4.631737


We then apply the hyperparameters to the test set and average the results.

Code 
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_13 73.322892 7.337051
mAP_test_abs_values_7 72.013855 6.678940
mAP_test_abs_values_16 70.191325 8.950166
mAP_test_abs_values 69.394096 7.225714
mAP_test_abs_values_11 68.407470 9.090424
mAP_test_abs_values_18 66.779036 9.645188
mAP_test_abs_values_19 65.772651 9.541886
mAP_test_abs_values_9 65.315181 9.010654
mAP_test_abs_values_6 64.001807 9.062285
mAP_test_abs_values_3 62.961928 7.209447
average_map 62.761812 1.054184
mAP_test_abs_values_10 62.355301 8.338114
mAP_test_abs_values_12 62.205422 8.053752
mAP_test_abs_values_23 61.518675 9.201179
mAP_test_abs_values_5 61.414217 6.449285
mAP_test_abs_values_2 61.266265 6.044678
mAP_test_abs_values_14 60.970843 9.019633
mAP_test_abs_values_17 60.058795 7.839937
mAP_test_abs_values_4 59.927711 5.221482
mAP_test_abs_values_8 59.491205 5.531508
mAP_test_abs_values_15 58.106988 3.315942
mAP_test_abs_values_25 57.428554 3.907302
mAP_test_abs_values_26 56.627108 4.406530
mAP_test_abs_values_21 56.597470 5.157053
mAP_test_abs_values_24 56.531566 3.205398
mAP_test_abs_values_22 56.384940 3.297089
Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
540 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 65.94 74.85 64.46 63.96 67.83 63.70 74.51 64.49 69.45 69.52 64.27 60.23 67.71 63.22 63.94 72.75 73.86 54.26 74.96 63.71 63.77 53.88 64.53 65.90 64.81
542 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 73.56 65.06 64.64 65.58 65.54 69.61 73.45 64.69 64.35 65.35 64.05 64.32 73.10 53.44 64.07 73.10 64.56 63.89 64.90 64.73 63.64 72.36 65.04 65.28 65.01
600 372 8 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 73.20 65.03 68.73 64.91 64.66 64.65 68.39 55.94 64.45 69.78 75.33 74.78 72.58 54.52 64.80 73.06 64.86 64.28 74.88 55.42 65.56 64.07 65.09 64.68 54.57
601 372 8 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 72.50 67.69 65.44 52.75 65.98 67.66 73.28 55.02 64.74 65.27 74.62 69.27 73.35 56.35 63.53 72.88 68.54 69.44 63.80 54.12 64.94 72.86 64.95 63.63 64.21
602 372 8 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 74.37 66.32 65.51 65.35 65.56 64.79 73.12 65.75 68.82 66.32 70.23 69.28 72.35 64.04 64.01 73.63 64.80 64.43 64.52 65.11 63.24 66.61 65.01 65.15 66.12
603 372 8 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 72.68 68.33 67.78 64.27 66.77 66.48 72.29 56.34 64.94 68.07 75.28 59.84 71.82 73.61 64.15 64.25 63.46 55.92 68.88 67.35 53.23 55.04 64.63 65.46 64.60
661 372 8 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 67.09 65.58 69.21 64.82 74.37 74.20 73.72 64.78 73.07 55.81 64.29 68.21 69.72 63.93 63.44 67.78 63.78 68.13 68.32 64.88 64.94 71.84 65.49 64.67 64.95
663 372 8 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 66.49 67.79 68.85 65.43 64.98 74.05 65.56 64.05 68.36 65.86 73.90 75.35 72.74 73.84 63.48 69.73 63.83 64.11 63.32 63.45 64.62 52.07 65.35 65.64 65.05
360 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 74.32 65.19 68.16 65.30 65.93 68.32 73.27 64.42 67.23 64.24 64.29 63.38 64.95 50.06 63.99 63.92 67.29 52.13 74.91 65.15 64.55 74.36 65.39 53.86 64.53
361 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 72.93 64.86 65.64 69.47 65.16 74.92 73.32 64.09 63.66 64.42 69.05 66.48 73.70 53.54 63.90 73.13 64.90 64.12 64.31 63.22 54.73 72.66 64.96 64.57 64.04
362 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 73.87 64.11 64.83 64.10 64.99 74.92 69.57 55.44 72.48 64.58 75.49 63.35 72.94 52.17 62.94 69.16 52.99 73.69 63.14 67.05 63.99 72.18 63.98 63.43 64.94
363 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 65.83 66.10 65.77 64.81 65.27 64.69 68.60 65.38 68.74 64.41 74.04 64.31 69.00 73.54 64.25 73.02 63.81 64.61 64.04 63.06 65.23 66.00 65.93 65.25 65.37
420 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 65.86 65.04 66.11 64.81 65.00 67.09 70.96 63.57 74.11 64.42 75.12 63.52 73.18 63.56 63.80 72.83 64.06 73.64 68.47 62.68 63.31 64.35 63.51 64.04 64.65
421 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 65.29 64.24 65.36 65.22 64.82 69.36 68.04 64.44 68.73 65.08 69.33 63.55 65.82 63.56 64.45 74.17 73.82 74.01 74.24 66.52 63.96 71.89 65.35 64.91 53.18
422 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 73.64 64.70 65.68 64.36 65.36 74.82 69.37 63.58 73.76 64.13 61.26 69.14 73.44 73.44 64.60 71.00 63.34 63.62 63.06 63.92 65.08 64.33 63.36 64.15 63.79
423 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 74.02 65.70 68.17 65.58 64.89 64.65 72.34 63.97 67.28 65.76 65.03 75.12 72.69 64.22 64.06 65.10 64.17 68.41 63.50 65.28 64.11 53.74 64.26 64.65 65.03
560 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 68.16 65.15 64.90 68.85 66.66 75.57 73.25 64.57 64.90 63.68 74.72 68.28 73.75 63.53 63.36 63.81 62.72 73.42 87.59 63.34 52.73 72.91 63.36 63.43 64.34
561 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 73.73 69.20 68.69 65.42 64.71 68.80 73.24 64.25 64.31 63.58 67.67 63.21 72.87 69.04 64.18 73.11 54.76 73.83 74.72 57.29 64.31 73.89 52.88 53.19 64.50
562 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 65.56 65.83 65.71 66.07 64.76 74.51 68.92 64.06 69.18 64.49 74.98 63.66 69.15 73.06 63.39 64.67 63.58 73.33 74.35 64.01 55.27 73.39 64.49 64.06 64.42
620 372 8 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 66.03 65.73 69.95 65.55 64.81 64.43 69.07 65.06 63.96 73.97 68.86 63.15 68.61 70.37 64.11 57.70 64.30 73.35 75.53 63.65 63.62 52.67 64.59 69.79 64.24
623 372 8 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 73.04 69.66 68.17 63.95 65.48 65.55 73.60 63.78 63.64 64.52 63.97 63.96 73.69 65.12 63.60 73.73 85.70 70.32 63.07 53.88 64.74 73.33 64.40 72.85 57.06
681 372 8 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 72.06 65.71 68.28 64.57 55.00 74.31 72.35 68.73 73.28 63.50 63.82 66.52 72.78 63.83 63.55 58.29 63.57 73.83 70.09 64.06 63.63 68.92 52.63 53.40 72.89
682 372 8 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 69.05 64.93 68.83 64.18 67.81 67.08 68.47 64.18 68.98 86.99 74.37 62.61 69.49 63.71 62.96 72.73 67.78 53.71 63.82 63.86 64.26 72.44 65.13 64.32 64.85
380 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 72.75 68.76 65.01 65.80 65.71 63.92 68.85 63.83 63.83 70.59 63.54 63.58 73.38 63.56 63.27 69.05 73.26 54.48 74.27 63.97 65.09 64.51 65.48 72.89 64.82
440 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 73.42 67.51 68.58 68.66 65.19 67.74 68.73 64.54 65.13 64.23 62.96 68.15 69.59 53.73 63.52 74.15 68.19 63.54 65.13 86.39 63.86 63.43 63.39 64.96 73.58
441 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 65.99 64.51 68.31 69.39 66.07 64.36 64.93 64.75 64.72 69.19 63.97 64.32 72.34 69.08 63.34 68.04 85.95 69.52 63.69 64.41 63.41 71.91 64.75 65.24 64.60
442 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 72.90 65.04 65.14 65.09 66.44 63.35 67.43 64.93 65.61 68.95 67.05 70.21 70.06 73.04 64.02 73.51 63.97 73.08 63.70 64.68 63.31 69.36 52.59 64.35 64.54
500 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 66.87 66.23 65.77 64.37 65.18 65.12 68.68 65.28 69.40 64.15 68.32 67.12 72.87 68.63 64.95 70.46 64.07 63.88 64.30 63.87 53.80 74.90 65.85 64.53 64.92
501 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 73.34 69.09 65.03 65.37 64.27 67.50 64.73 64.13 70.38 64.50 63.22 74.74 69.20 53.68 64.84 72.93 68.97 72.88 74.90 54.24 64.83 74.15 65.24 64.13 65.16
502 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 72.74 65.20 67.76 65.63 65.69 61.71 73.72 63.98 65.89 65.80 64.95 63.84 68.20 64.02 63.52 73.82 63.29 73.30 69.26 64.08 64.28 73.29 64.26 64.74 62.27
503 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 67.20 64.07 65.22 65.06 64.55 74.75 68.86 63.71 64.69 69.29 68.15 68.79 85.84 69.95 54.39 71.19 66.52 68.79 63.27 63.64 65.18 73.40 69.85 64.97 63.89
581 372 8 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 67.55 65.23 64.87 66.47 64.54 62.29 70.37 64.93 63.72 63.98 74.35 75.36 72.84 55.44 63.36 72.11 70.21 70.07 63.61 64.25 63.75 71.89 64.49 64.21 53.53
640 372 8 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 66.77 65.78 69.39 64.75 65.58 66.63 71.96 70.24 65.25 64.69 69.56 64.05 64.21 68.29 64.67 70.90 63.66 64.27 63.88 64.74 63.09 73.00 64.22 65.33 65.26
641 372 8 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 65.23 65.31 65.37 65.47 65.08 75.64 66.69 63.70 69.70 64.18 67.33 64.03 69.52 71.19 63.15 63.67 62.87 73.07 74.35 63.29 53.75 73.14 64.97 65.16 64.59
701 372 8 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 73.50 65.12 64.81 65.54 64.83 63.06 68.66 69.64 74.07 63.63 69.31 63.74 72.80 73.62 64.35 73.57 62.63 73.25 74.33 63.99 63.87 65.73 64.31 64.84 64.89
702 372 8 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 68.03 63.77 64.94 64.12 64.92 69.46 68.36 68.06 64.58 68.97 75.38 63.44 72.37 63.13 64.22 74.86 62.91 69.69 75.12 64.19 64.22 52.88 64.56 63.72 63.79
703 372 8 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 68.59 64.69 65.13 65.36 66.85 64.69 69.58 68.74 71.19 68.75 63.14 75.09 73.12 63.09 63.90 73.27 65.58 73.12 75.01 64.54 63.91 53.50 64.97 54.49 53.90
460 372 8 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 73.73 64.43 67.68 64.38 64.95 68.22 72.89 69.99 74.33 64.26 74.91 67.84 68.20 63.43 64.35 73.03 69.73 69.07 69.58 63.01 63.59 64.84 64.07 65.28 52.41
462 372 8 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 73.57 64.24 65.44 65.86 64.28 64.32 68.83 64.00 65.13 70.25 63.26 63.15 70.55 68.92 63.16 66.19 69.86 66.23 63.09 63.80 64.57 72.38 64.65 65.47 56.60
523 372 8 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 65.54 64.40 65.55 65.29 64.94 75.17 73.30 70.17 63.93 69.67 63.32 63.69 72.90 63.85 63.62 69.24 63.15 64.58 69.22 64.67 63.20 65.55 64.41 64.24 64.54
180 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 72.21 65.40 64.62 73.47 63.91 70.51 72.26 64.24 64.78 72.22 71.54 61.81 71.07 62.35 64.50 63.49 72.77 76.90 62.25 65.21 64.59 65.61 65.39 64.74 63.79
181 372 8 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 73.13 71.90 64.70 65.88 65.53 62.42 66.31 65.81 64.97 65.33 62.67 64.56 63.33 64.03 64.03 73.63 64.33 64.95 62.80 65.41 63.85 65.44 64.95 66.50 66.27
183 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 71.31 65.48 72.62 64.13 65.39 62.74 70.05 65.45 65.11 72.35 72.96 72.46 73.02 64.71 63.48 72.23 64.11 73.28 64.31 67.40 66.48 65.29 65.01 66.24 65.48
301 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 64.23 64.76 64.50 66.52 72.30 64.86 77.57 65.76 68.83 64.91 73.25 64.64 72.58 64.81 64.83 72.51 65.09 66.00 71.58 66.07 65.06 63.70 64.90 64.36 65.80
302 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 71.42 64.52 72.25 64.49 63.77 74.20 71.82 72.78 64.67 73.03 63.91 63.29 81.15 64.61 64.60 59.45 63.56 66.65 63.81 65.22 65.95 64.73 64.28 67.25 65.22
0 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 65.08 71.42 58.92 72.74 65.45 56.49 64.43 65.40 66.53 73.21 71.77 42.66 73.21 64.22 73.58 64.23 65.05 65.90 75.61 66.63 66.89 67.82 66.01 65.78 66.67
60 372 8 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 63.36 65.44 65.64 67.27 64.88 64.98 66.56 66.34 65.32 66.66 55.97 65.05 55.46 66.87 65.51 71.00 65.15 66.80 65.18 66.32 66.45 66.17 66.97 65.57 67.63
61 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 71.61 65.59 65.54 64.37 65.40 65.17 71.87 66.14 64.17 66.23 74.49 62.70 73.66 64.03 64.08 65.30 64.48 63.89 63.38 65.87 67.14 65.67 65.20 64.68 65.91
120 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 56.17 66.60 64.36 65.85 72.33 42.66 65.28 63.64 75.14 64.84 75.06 61.19 72.67 63.09 64.56 73.50 64.26 62.57 72.35 66.46 66.59 65.49 64.90 65.25 66.97
121 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 71.15 64.08 65.09 66.40 42.66 72.33 71.25 64.35 63.51 72.60 64.78 63.30 72.65 63.37 63.91 64.96 63.37 66.33 74.68 64.98 65.38 66.00 65.14 65.47 64.69
123 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 65.86 64.80 63.66 66.04 65.59 55.78 64.89 65.99 72.73 64.90 65.80 65.52 55.39 64.03 64.47 77.82 65.04 73.18 65.53 66.28 66.03 65.69 64.70 66.33 66.14
200 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 70.97 71.33 64.29 65.74 66.36 61.77 65.67 64.02 65.45 65.25 63.69 64.62 66.83 63.98 64.19 73.53 63.98 65.00 62.99 66.70 66.83 65.40 64.02 65.05 65.63
201 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 73.20 66.25 65.34 64.63 64.11 63.63 73.31 73.92 65.79 65.06 73.90 63.20 69.26 64.28 63.34 73.28 62.45 64.79 64.35 64.63 65.48 64.54 66.59 64.59 65.16
202 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 73.26 73.47 72.45 65.19 64.95 74.12 73.17 65.12 70.32 65.06 69.70 63.41 74.21 65.77 63.75 72.67 64.28 65.08 73.35 63.76 65.38 72.66 64.51 65.40 65.19
203 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 71.79 64.96 64.96 64.75 65.54 69.91 72.78 65.31 64.96 64.88 65.00 73.84 73.71 63.04 65.17 63.33 64.32 71.59 64.57 64.35 64.58 64.11 64.70 64.81 65.81
260 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 56.08 72.86 55.33 66.18 64.65 64.05 71.89 65.08 66.22 65.43 73.58 73.01 73.12 84.43 65.57 72.44 64.99 64.47 56.01 42.66 66.50 64.65 65.34 64.64 65.36
261 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 73.26 73.30 65.00 65.68 64.53 64.04 66.28 65.58 72.51 64.60 64.01 65.06 74.76 63.39 65.36 74.11 65.02 75.23 63.09 65.55 65.04 64.52 65.06 63.87 64.51
262 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 73.65 65.48 72.02 65.46 63.65 65.12 71.78 65.28 83.88 65.64 64.32 62.46 74.80 64.20 63.73 85.23 63.52 64.82 62.34 64.31 65.55 65.26 63.57 64.01 66.24
263 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 68.48 64.63 73.25 64.94 63.47 64.82 86.60 65.28 73.76 63.73 74.89 64.55 66.42 72.39 63.74 73.38 64.55 74.32 74.22 63.81 65.19 63.16 64.15 64.72 64.08
321 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 72.11 64.35 64.42 63.57 56.27 71.79 71.65 66.68 65.10 64.88 64.21 63.67 74.13 63.81 73.67 64.46 62.56 72.82 75.11 65.02 65.60 64.45 66.70 64.59 64.69
323 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 65.35 66.09 65.14 64.24 64.37 63.58 73.23 65.17 72.36 72.27 55.79 65.09 73.93 74.34 64.70 73.52 70.05 64.07 64.05 64.07 65.31 64.37 64.84 63.92 63.69
20 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 72.52 65.61 69.27 63.90 73.64 61.75 73.31 64.06 73.09 65.52 73.81 69.21 84.00 72.82 65.20 64.46 62.72 73.55 55.28 65.74 65.16 64.41 64.70 65.76 64.82
21 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 66.11 65.31 55.89 64.21 64.97 64.02 71.86 63.68 73.28 65.03 74.88 63.10 73.09 63.63 64.48 74.70 64.32 64.20 69.55 65.09 64.90 65.83 63.83 64.16 65.61
22 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 72.98 62.15 65.28 65.76 73.15 62.84 72.09 64.60 42.66 64.98 62.78 63.10 74.21 64.44 66.27 74.04 64.20 73.82 64.17 65.88 65.81 64.63 65.57 63.47 64.38
23 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 64.81 65.12 73.46 64.67 65.20 74.57 71.46 64.28 73.10 64.84 74.66 62.95 73.63 63.44 65.33 75.28 63.43 63.73 65.04 64.98 66.47 64.23 64.54 63.65 64.53
80 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 73.40 65.42 65.64 64.36 71.90 64.27 73.44 65.18 42.66 65.02 83.11 62.97 72.86 64.34 42.66 71.89 66.60 64.57 62.16 64.96 65.94 64.11 65.08 64.89 64.11
81 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 64.86 65.75 73.22 64.25 64.84 63.71 73.78 64.05 65.31 73.21 73.93 64.23 85.99 63.18 64.07 73.23 62.86 73.73 64.56 65.46 53.37 64.36 63.79 64.94 63.01
141 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 42.66 82.49 64.94 64.09 63.88 72.86 72.98 64.53 64.30 73.51 74.87 64.76 74.25 64.11 42.66 84.67 42.66 81.63 64.68 63.80 64.95 65.17 65.28 64.78 64.51
142 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 72.65 64.68 73.29 64.92 64.32 62.09 71.97 65.04 65.01 64.49 74.62 69.83 73.45 73.51 64.09 74.37 64.11 63.35 75.27 65.20 64.28 63.85 65.20 65.46 64.57
143 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 70.61 64.50 64.76 65.24 64.95 84.29 65.10 65.31 65.73 64.43 73.99 63.69 65.18 64.37 64.86 64.31 64.50 74.48 75.12 65.09 64.72 64.90 65.12 63.99 65.10
221 372 8 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 72.97 64.22 64.38 64.78 73.80 64.26 73.32 65.08 74.60 64.20 73.06 74.36 74.36 63.12 64.27 75.04 64.46 64.13 64.46 64.44 65.24 64.17 64.47 64.32 64.90
222 372 8 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 72.16 64.36 72.81 64.52 64.46 62.48 82.86 65.02 72.24 73.94 74.38 69.21 74.54 63.39 63.92 73.34 62.85 73.46 74.88 63.78 65.91 63.25 64.98 64.45 63.84
223 372 8 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 73.41 64.98 64.97 65.93 65.23 62.17 72.78 74.30 65.59 67.73 64.25 63.57 73.68 63.57 65.32 64.31 64.00 66.69 68.72 64.20 64.37 64.56 64.23 65.68 63.92
280 372 8 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 72.16 74.14 73.08 65.77 73.07 71.05 72.49 73.62 63.76 72.62 56.03 61.01 74.86 64.16 64.04 67.23 63.99 65.05 63.15 64.33 64.19 64.71 65.02 64.06 64.60
281 372 8 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 73.66 66.08 73.17 73.84 66.02 75.67 66.37 64.23 73.11 65.12 63.80 87.04 54.46 66.47 65.39 82.78 63.71 75.02 70.92 65.06 64.66 64.86 65.93 64.51 64.46
282 372 8 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 72.93 64.35 55.89 73.15 64.62 61.86 72.66 65.08 65.30 73.73 74.11 62.78 74.09 64.05 63.31 63.37 64.87 72.67 75.79 64.30 65.98 65.25 52.40 64.10 65.31
283 372 8 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 55.54 65.12 65.53 65.09 72.95 63.76 73.41 65.18 66.40 64.54 74.83 64.45 74.08 63.78 64.50 65.31 64.39 63.44 69.77 64.82 66.06 64.36 63.90 64.28 51.49
340 372 8 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 73.30 65.95 72.46 65.03 65.06 63.42 72.16 65.99 65.30 65.33 74.04 63.08 74.03 63.16 63.16 74.20 64.53 74.35 69.67 52.84 66.46 66.30 65.14 64.23 64.93
341 372 8 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 72.56 65.64 73.29 64.48 72.68 62.09 73.69 65.29 63.44 64.33 62.73 62.85 74.87 74.08 65.50 63.98 63.47 65.02 63.86 65.08 65.37 63.88 64.82 64.57 65.36
342 372 8 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 72.93 64.45 65.17 64.28 64.33 75.03 72.47 64.47 72.38 69.17 74.80 64.47 74.04 63.81 64.63 64.66 63.89 64.09 64.13 62.91 64.75 64.91 64.72 64.49 63.59
343 372 8 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 73.29 65.09 55.35 65.79 73.43 63.74 86.06 64.45 63.17 63.52 74.40 73.01 63.28 63.36 65.31 55.53 74.17 65.02 71.54 64.39 63.83 63.56 64.96 64.47 64.42
40 372 8 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 72.95 64.59 72.88 64.23 73.35 74.28 73.79 62.69 74.34 63.67 73.73 63.12 73.42 62.07 63.64 73.16 63.73 63.02 64.31 65.12 65.38 62.67 65.52 64.29 65.09
41 372 8 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 72.94 73.22 64.88 42.66 73.49 65.04 73.60 64.53 73.78 73.72 68.60 61.46 73.27 64.59 63.42 80.93 64.76 64.85 74.87 64.59 64.63 64.41 64.47 64.85 63.49
42 372 8 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 72.30 72.50 65.52 65.06 68.32 64.57 73.20 64.25 72.94 65.56 74.87 63.43 73.98 84.03 64.01 66.02 65.55 63.57 64.27 54.98 52.64 73.16 63.83 64.00 65.02
43 372 8 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 72.47 65.24 71.26 65.53 73.60 74.25 55.18 64.93 65.29 73.60 63.23 63.56 74.10 64.68 64.63 63.61 63.56 74.21 75.40 63.99 64.83 64.41 65.41 64.13 63.59
160 372 8 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 72.86 64.30 65.13 65.81 64.46 62.01 73.43 65.12 69.46 83.78 74.17 63.55 85.08 73.07 65.58 74.62 64.97 71.95 68.91 64.47 66.10 64.41 63.72 65.30 64.33
161 372 8 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 72.84 64.71 66.19 65.62 65.08 63.93 75.11 65.69 72.86 65.54 64.32 74.40 73.82 64.56 64.56 74.09 64.18 74.21 63.46 64.65 64.88 64.87 65.17 63.70 63.19 
Size of the All data:  (144, 28)
Size of the Sig data:  (87, 33)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
68 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 59.27 75.60 57.87 57.94 67.80 57.26 75.52 58.92 68.32 67.97 57.27 53.07 65.91 57.76 57.93 75.77 75.35 47.79 76.37 57.01 55.85 47.19 56.99 58.07 57.52
65 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 74.11 58.45 58.52 58.58 59.23 70.06 74.77 58.25 58.29 58.41 58.00 57.50 75.15 47.11 58.75 75.48 58.73 57.38 57.83 57.09 55.86 76.36 57.11 57.55 58.08
72 372 8 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 73.86 58.70 68.21 58.32 58.71 57.45 68.96 49.72 57.48 68.07 76.60 75.45 75.12 48.50 58.03 75.79 58.51 56.90 76.65 46.38 57.71 56.25 57.20 57.57 46.87
74 372 8 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 73.50 66.20 59.10 45.69 67.02 68.78 74.78 47.27 58.75 57.63 76.65 68.97 74.87 47.65 58.74 74.60 67.74 69.60 57.40 45.17 57.71 76.90 57.58 56.79 56.25
30 372 8 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 74.13 59.68 58.88 58.66 58.76 58.49 74.24 58.26 67.04 59.25 69.98 69.86 74.36 57.75 57.80 74.63 58.43 58.25 58.53 58.29 56.53 57.43 57.82 59.47 59.35
83 372 8 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 73.18 68.08 68.67 58.45 59.54 67.79 74.91 49.72 57.70 66.86 75.76 51.69 74.22 74.78 58.38 57.50 58.25 50.62 69.59 58.06 43.99 46.59 58.00 58.20 57.11
24 372 8 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 59.89 58.81 69.93 58.57 74.71 75.37 74.14 58.06 75.29 47.45 57.78 69.17 68.24 58.57 58.67 68.26 58.31 68.46 69.78 56.96 55.92 76.26 57.17 57.60 57.11
38 372 8 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 59.56 68.29 68.37 58.78 57.32 75.73 59.11 58.29 66.94 57.88 75.41 74.97 74.40 75.83 58.55 70.12 57.58 58.68 57.26 56.88 58.71 44.67 58.10 58.52 57.77
86 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 74.59 57.82 69.36 58.90 58.16 68.82 74.19 57.17 67.89 57.48 57.26 57.26 57.69 43.19 58.57 57.70 67.94 46.47 75.46 56.82 56.99 75.90 57.64 46.91 57.44
58 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 74.48 57.98 59.10 68.37 58.12 75.85 74.69 57.03 57.17 57.91 69.71 68.69 75.86 46.64 58.53 74.79 59.43 57.36 57.50 55.63 45.87 75.32 57.06 56.18 57.29
69 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 74.81 58.01 57.44 58.05 57.57 75.60 68.99 48.42 75.15 57.47 76.45 57.03 76.27 45.36 57.46 68.64 46.27 74.91 57.04 58.03 56.90 76.06 56.62 56.64 56.26
51 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 58.68 59.53 59.44 58.42 58.40 58.18 67.55 58.42 69.09 57.20 75.80 57.35 68.69 75.02 58.44 75.18 58.01 58.95 57.97 57.17 58.37 57.75 58.67 57.81 57.00
39 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 58.73 58.58 58.37 58.41 58.33 68.21 68.78 57.92 75.49 56.31 76.70 57.29 74.52 56.92 58.59 74.66 57.75 76.03 68.88 56.15 55.46 56.01 56.27 56.31 56.43
36 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 66.89 58.59 58.04 58.69 58.82 69.79 67.19 58.10 66.91 57.70 70.00 57.92 58.61 58.38 58.15 75.00 74.89 74.84 76.31 58.19 57.58 75.79 57.27 57.75 43.39
40 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 73.93 57.73 58.04 58.09 58.56 76.31 68.50 57.64 75.31 56.65 54.25 70.19 75.39 75.35 58.48 74.01 56.76 56.18 56.11 56.09 57.19 57.50 55.40 56.62 55.85
67 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 74.49 58.55 68.90 58.60 57.90 58.03 73.71 58.47 67.01 58.67 58.28 74.98 74.58 57.94 58.52 57.77 58.68 68.65 56.57 57.60 56.24 45.39 57.77 57.74 57.69
9 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 69.03 58.55 57.79 68.66 67.79 76.41 74.89 58.20 58.01 57.47 76.45 71.05 76.40 57.83 57.87 57.91 55.97 74.38 90.43 57.31 45.00 76.24 55.96 56.47 56.40
61 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 73.80 69.47 69.36 58.24 58.43 69.19 74.63 57.83 58.15 57.40 69.03 56.82 75.17 69.85 59.33 74.74 47.62 74.35 75.94 48.41 56.81 76.71 45.75 44.92 57.18
28 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 60.03 58.79 58.97 59.87 58.21 76.05 68.00 58.06 69.22 56.29 76.07 58.09 68.40 74.63 57.73 57.79 57.63 75.79 76.74 57.22 46.95 76.05 56.98 56.86 56.90
66 372 8 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 59.50 58.45 68.72 58.70 59.00 58.03 68.76 57.81 57.66 74.37 69.83 57.36 68.17 69.74 58.65 51.47 57.78 74.57 75.81 57.01 55.53 46.22 56.24 69.60 56.79
16 372 8 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 73.60 67.11 69.26 58.34 58.89 58.93 74.23 58.50 57.89 58.34 58.49 58.52 74.28 58.81 58.94 74.52 89.57 69.50 57.95 46.36 56.52 76.21 57.52 75.28 47.34
70 372 8 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 73.42 58.36 68.74 58.03 46.80 76.21 73.39 67.65 75.21 58.03 57.26 69.84 75.00 58.03 58.05 52.36 57.98 74.70 69.55 58.13 56.51 71.05 43.91 46.54 75.97
27 372 8 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 69.40 58.28 69.40 58.76 69.32 68.92 68.43 57.97 68.26 90.06 75.90 57.43 68.46 57.81 57.98 74.68 67.99 45.92 57.50 56.12 56.82 75.70 56.76 57.35 58.22
45 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 73.59 70.66 57.72 59.12 59.88 58.34 67.67 57.85 58.60 69.25 58.16 58.18 75.34 58.04 59.51 67.70 74.64 47.12 76.05 57.08 57.61 57.39 58.10 75.81 57.82
19 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 74.27 67.02 68.19 68.87 58.69 69.10 67.67 56.92 57.91 58.60 57.62 68.46 69.06 45.48 58.10 75.61 69.50 57.57 57.53 90.66 56.34 55.70 55.93 56.27 77.10
25 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 59.72 58.68 69.13 69.02 59.34 58.20 59.48 59.53 57.81 68.62 57.88 58.25 74.32 69.17 58.62 68.43 90.09 69.84 57.87 58.68 56.47 75.61 57.44 58.19 57.39
49 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 73.94 58.51 58.98 59.58 68.38 57.63 67.34 59.60 58.59 68.46 68.73 70.38 68.92 74.68 58.43 75.24 57.98 74.22 58.05 57.16 56.81 69.10 44.67 58.01 56.11
63 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 58.71 59.32 58.70 58.54 58.85 58.28 67.88 57.83 68.28 57.68 69.32 68.12 74.75 70.22 58.54 70.18 58.00 57.96 57.41 57.23 45.24 76.11 56.42 56.96 57.32
35 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 74.30 68.25 57.97 58.56 57.93 67.78 59.01 57.65 67.76 57.22 57.99 76.28 70.30 47.41 59.61 75.47 70.08 74.43 75.54 46.55 56.71 75.99 57.81 57.58 57.89
42 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 73.46 58.34 67.04 59.01 58.88 55.92 73.59 58.67 58.34 58.83 58.61 58.49 68.78 58.82 58.60 75.82 58.04 74.99 69.48 57.71 57.29 75.21 57.37 57.78 54.66
12 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 67.34 58.01 58.40 58.02 58.04 75.67 67.59 57.66 58.60 68.51 69.02 70.67 89.91 69.82 46.53 69.94 68.25 67.63 57.26 56.76 57.03 76.98 70.23 57.93 55.77
64 372 8 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 68.16 58.69 58.31 68.59 58.05 56.20 70.11 58.63 57.83 57.61 76.39 75.64 75.44 49.46 57.64 73.88 69.03 68.78 57.76 57.43 56.64 74.45 56.96 57.29 45.78
53 372 8 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 60.21 58.70 68.40 58.24 58.94 69.35 73.49 68.73 58.76 58.17 69.69 58.06 58.43 68.27 59.18 69.42 58.81 58.87 58.09 58.47 57.59 76.03 55.98 57.41 57.27
52 372 8 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 58.16 59.00 59.10 58.91 58.24 76.19 66.18 58.04 67.70 58.06 69.45 59.02 68.90 70.13 58.21 57.93 57.43 74.87 75.82 57.07 43.73 75.57 57.44 59.44 57.42
8 372 8 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 74.01 59.14 57.66 58.76 59.50 57.46 67.67 67.04 74.92 56.54 69.42 58.28 74.13 73.38 59.06 74.93 57.85 75.03 75.13 58.46 56.86 57.53 59.09 57.50 57.92
54 372 8 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 68.00 58.40 58.19 58.58 58.25 69.11 68.77 67.49 58.65 67.54 75.77 58.63 74.15 59.08 58.30 75.89 58.78 68.20 76.39 56.51 56.68 46.02 57.22 55.20 57.10
62 372 8 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 68.22 58.52 57.98 59.01 66.92 58.32 68.32 69.30 68.47 67.78 57.75 75.51 74.97 58.54 58.03 75.81 58.94 75.04 76.41 57.35 57.22 46.39 57.40 46.43 46.28
20 372 8 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 74.83 58.06 67.62 58.14 58.42 69.54 74.29 67.15 75.17 56.67 75.24 68.41 69.05 57.37 58.10 75.04 68.74 68.29 69.67 56.49 56.27 58.18 56.90 57.95 43.91
73 372 8 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 74.42 58.23 58.22 59.06 58.31 58.99 68.69 57.94 57.91 67.70 58.19 57.68 69.98 67.83 58.76 67.59 69.70 58.17 57.95 57.03 57.75 76.00 57.79 58.53 47.21
56 372 8 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 58.55 58.80 59.01 58.94 58.44 76.47 74.35 67.96 57.43 68.35 57.50 57.59 75.40 57.32 58.41 68.85 59.00 59.68 68.93 57.02 56.64 56.15 56.82 57.21 57.27
17 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 73.93 58.61 58.01 75.27 58.08 74.90 73.23 56.68 58.09 75.03 73.79 56.80 74.43 55.28 56.71 56.03 76.41 81.54 55.20 56.99 55.99 56.75 56.83 56.74 55.50
78 372 8 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 74.12 73.09 59.16 59.59 59.19 56.21 59.50 59.86 57.72 59.90 54.58 57.26 56.79 57.02 58.62 75.71 57.69 58.19 56.57 58.24 56.28 58.34 57.57 57.69 57.50
6 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 73.82 59.65 74.20 58.13 58.85 55.84 72.81 58.03 57.55 74.90 74.84 75.56 74.39 56.37 58.31 75.55 56.94 75.17 56.80 59.31 60.22 58.36 56.88 58.19 58.22
18 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 58.08 58.04 58.54 58.49 72.96 57.10 79.23 56.89 72.14 57.45 74.77 57.50 75.68 57.22 57.57 74.68 56.81 58.11 75.25 59.15 57.23 56.62 56.59 55.95 57.68
26 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 73.50 56.89 74.51 57.67 57.82 76.25 74.03 75.48 57.05 75.89 55.88 56.81 84.14 57.49 57.36 59.81 56.66 58.89 55.51 57.70 57.23 57.33 56.64 57.88 56.51
60 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 58.76 73.21 59.30 74.80 58.47 50.46 58.50 58.22 58.34 74.18 74.49 49.17 75.13 56.86 74.89 57.78 58.51 57.65 76.61 58.22 59.83 59.46 57.81 57.63 58.80
84 372 8 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 57.92 58.30 60.36 60.18 58.64 57.50 59.59 58.34 58.38 59.74 50.15 57.38 51.24 58.80 57.49 74.26 57.74 58.87 57.62 59.42 58.64 57.87 58.88 58.47 58.77
57 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 72.33 58.48 57.88 59.72 59.01 57.69 73.64 58.06 57.02 59.58 76.50 56.81 75.58 56.77 57.34 56.91 57.41 56.78 55.35 58.36 57.74 56.90 56.94 57.26 57.82
81 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 50.23 57.96 58.01 58.82 74.80 49.17 58.57 56.15 80.27 58.03 76.98 53.24 75.03 55.90 57.47 75.86 56.22 56.04 74.83 59.36 59.23 57.56 56.90 57.99 57.46
79 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 72.76 57.97 58.96 59.30 49.17 75.51 73.85 56.85 56.08 74.33 57.59 56.81 75.78 57.24 57.42 56.48 55.66 57.83 75.62 56.93 57.30 59.26 57.17 58.44 57.67
80 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 60.63 57.90 57.66 59.26 58.63 50.01 58.78 58.26 75.45 57.33 57.50 56.83 50.82 57.09 57.39 79.13 57.85 76.28 57.78 59.10 58.85 57.73 56.77 57.99 57.49
76 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 72.94 72.70 57.75 59.26 58.88 54.48 58.32 56.79 58.84 57.53 56.92 57.30 68.40 57.21 57.07 76.15 56.76 57.59 56.08 58.18 57.80 56.99 56.86 57.16 56.39
44 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 74.10 59.78 58.83 58.71 59.51 57.47 73.67 76.09 58.51 57.80 76.24 58.18 69.50 57.20 58.55 75.18 55.86 57.23 57.10 57.14 58.72 56.33 57.56 57.09 56.10
3 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 75.05 75.39 74.42 58.94 58.19 76.16 75.65 57.77 73.79 58.11 69.89 56.67 75.92 57.66 58.33 75.18 56.84 58.44 76.47 57.25 57.88 76.51 56.92 57.96 57.42
48 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 73.50 59.49 59.06 58.17 58.98 70.42 73.58 58.27 59.78 58.87 58.09 76.29 75.48 58.00 59.12 57.61 58.00 75.53 57.64 58.90 57.33 57.32 57.46 57.84 56.92
75 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 50.58 73.28 49.84 59.14 57.86 56.70 73.87 58.74 58.95 58.55 74.97 70.04 74.34 87.89 57.98 74.91 57.83 57.61 50.00 49.17 57.36 57.03 56.38 57.78 57.32
34 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 73.81 74.97 58.52 59.29 58.28 57.81 59.56 58.45 75.11 58.39 57.01 57.75 75.94 57.12 56.69 75.49 57.95 75.63 55.34 58.89 58.47 58.19 57.36 55.95 56.65
11 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 74.54 58.39 73.74 58.46 57.49 57.26 74.19 57.60 89.19 59.10 57.50 55.68 75.56 57.86 57.87 90.60 57.11 57.32 55.77 56.81 58.81 57.77 56.51 57.19 57.04
4 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 71.29 58.29 74.00 58.37 57.90 57.20 90.75 57.64 74.53 57.47 76.56 57.44 67.44 76.18 58.19 75.48 56.65 75.73 76.36 56.69 57.82 56.73 56.57 56.83 58.17
41 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 73.96 57.69 57.91 57.78 49.88 73.56 74.52 58.27 58.40 58.42 57.75 56.63 75.62 57.53 75.03 57.46 56.83 74.41 76.83 57.28 57.20 56.67 57.56 56.51 57.18
46 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 59.34 58.35 57.96 58.42 58.44 56.16 74.76 57.65 73.82 74.91 50.00 58.38 75.70 76.53 57.70 75.27 68.82 57.77 56.76 56.84 56.97 57.35 56.25 57.57 56.49
5 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 73.75 59.64 72.15 56.97 74.37 55.86 75.28 57.50 76.23 57.89 76.52 68.89 88.68 75.48 57.75 56.91 56.03 75.59 49.98 57.71 56.32 57.36 57.14 57.30 56.86
59 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 58.19 58.43 49.95 57.86 59.10 56.81 74.45 57.54 75.15 58.25 75.74 57.44 75.51 56.30 57.41 76.20 56.66 57.90 70.18 56.63 57.41 57.17 57.79 57.32 58.27
77 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 74.82 57.06 58.94 58.84 74.49 56.63 75.01 57.90 49.17 57.96 56.50 57.54 75.75 57.73 57.77 76.74 57.09 75.28 56.61 58.32 58.54 57.60 57.37 56.97 56.91
23 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 59.53 58.98 74.66 58.62 58.50 75.95 74.59 57.43 75.40 57.36 76.24 57.59 75.61 56.43 57.27 76.12 57.11 56.13 56.81 57.05 58.13 57.35 57.05 56.11 56.96
85 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 74.03 59.84 58.98 57.06 73.66 56.61 74.22 56.82 49.17 57.42 87.36 56.82 74.84 56.39 49.17 71.23 58.73 56.33 54.99 57.64 59.00 56.73 57.58 56.90 56.17
33 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 59.14 58.65 74.48 58.62 59.02 56.38 75.40 56.81 57.65 75.18 76.97 56.64 89.00 56.17 55.85 76.10 55.99 76.08 57.33 57.51 45.60 56.76 57.19 56.26 55.78
71 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 49.17 88.31 58.14 57.95 58.30 75.41 74.59 57.40 56.89 74.81 76.60 57.85 76.04 56.65 49.17 87.49 49.17 87.33 56.23 56.36 57.24 56.60 57.61 57.58 57.28
7 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 73.86 57.81 74.82 58.64 58.35 55.70 74.34 58.17 56.95 57.10 76.01 70.03 76.14 74.98 57.62 76.75 56.70 56.19 76.76 56.72 56.67 56.67 57.26 57.46 57.06
31 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 72.96 58.06 58.45 58.49 59.19 90.39 58.17 58.01 58.98 57.90 75.28 57.37 57.98 57.52 58.36 57.39 57.94 76.43 77.71 58.30 57.07 57.25 57.15 57.72 57.05
10 372 8 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 74.90 59.22 57.98 58.88 74.00 56.79 73.88 57.71 75.54 56.96 75.09 77.37 76.11 57.77 58.74 76.70 56.90 57.00 57.26 56.98 57.73 57.74 56.45 57.30 56.95
2 372 8 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 74.93 57.87 75.47 58.96 57.75 55.73 89.82 57.32 75.46 74.54 76.19 69.57 75.60 56.88 58.34 76.34 56.81 76.39 76.71 58.03 57.99 56.60 56.71 57.30 55.77
55 372 8 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 75.10 58.90 58.77 59.21 59.25 56.32 74.97 76.42 58.63 67.01 56.40 58.00 75.57 57.02 58.01 58.00 57.53 67.30 69.62 56.82 57.84 57.71 56.93 56.45 56.87
21 372 8 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 74.13 74.08 74.13 58.54 73.58 74.17 74.74 75.67 56.63 76.73 49.88 55.55 75.28 57.27 56.60 67.51 57.05 57.46 56.55 56.96 55.97 57.27 57.16 56.52 56.26
1 372 8 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 75.17 58.99 74.62 75.76 58.51 76.71 59.35 57.69 74.46 58.58 57.81 89.19 46.80 58.95 58.16 87.01 56.70 75.57 73.76 58.24 58.11 57.20 57.33 57.86 57.10
50 372 8 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 73.97 59.25 49.95 75.50 58.40 55.23 74.91 58.10 58.96 75.98 77.08 56.09 75.82 56.91 56.93 57.99 58.35 75.55 77.01 57.00 57.99 56.91 46.38 57.25 57.17
82 372 8 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 50.55 59.61 59.09 58.51 75.09 57.43 74.52 57.86 59.09 59.24 75.98 57.21 75.36 57.53 57.13 57.71 57.80 57.56 70.92 57.43 57.99 56.36 56.94 58.07 42.64
32 372 8 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 74.35 59.25 73.44 58.33 59.47 58.34 73.86 58.67 57.26 58.04 76.72 56.76 75.48 57.07 57.09 75.57 57.72 75.56 70.04 46.13 58.42 58.07 56.87 57.66 57.56
47 372 8 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 74.05 59.40 74.03 59.17 73.92 55.87 74.74 59.19 56.89 58.08 56.80 56.14 75.83 75.82 58.61 57.68 57.61 57.96 57.04 57.99 57.37 56.65 57.05 56.51 57.02
37 372 8 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 73.42 58.17 59.30 58.93 59.48 76.16 74.03 57.76 75.17 68.72 76.21 57.78 76.52 57.16 57.20 57.49 57.15 57.60 57.26 56.15 57.22 57.13 57.51 56.76 56.55
43 372 8 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 75.23 57.59 50.00 57.91 74.69 57.70 89.04 57.69 56.72 56.24 76.66 76.06 57.08 56.90 57.52 49.76 76.54 56.78 70.96 57.29 56.57 56.74 56.95 56.08 55.69
13 372 8 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 75.31 57.67 74.79 58.56 74.77 76.10 75.30 57.21 76.05 57.62 75.85 57.43 76.63 56.57 57.29 74.91 56.34 57.93 57.27 57.85 57.53 57.00 58.15 56.41 57.62
15 372 8 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 74.65 74.42 58.94 49.17 74.31 57.94 74.65 57.69 74.56 74.92 69.03 55.64 75.77 57.21 58.08 83.64 57.51 57.49 76.45 57.03 57.30 57.78 56.72 56.95 57.24
22 372 8 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 72.83 74.92 59.47 59.59 67.13 57.50 73.73 57.39 75.82 58.49 76.41 57.35 75.32 89.37 57.93 58.48 57.83 57.11 57.04 45.06 44.17 76.39 56.51 57.38 56.76
29 372 8 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 73.78 58.17 72.82 59.41 74.25 75.60 49.50 57.14 58.54 75.14 57.62 57.12 75.31 57.52 58.40 56.59 57.21 75.83 76.22 57.49 57.93 58.18 58.27 58.18 57.39
0 372 8 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 74.35 58.77 57.58 60.28 58.97 56.64 75.16 57.55 68.86 89.16 76.47 57.54 87.25 75.88 58.02 76.86 56.19 74.02 69.65 58.16 59.31 57.32 55.77 57.84 57.33
14 372 8 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 74.27 58.33 59.40 58.39 58.71 57.59 75.88 58.40 74.79 59.12 58.08 76.88 75.66 56.65 58.85 76.56 57.43 76.11 56.90 57.45 57.57 57.19 56.68 56.13 57.59 
Size of the test data:  (87, 33)

Difference

Code 
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):   
   diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1

# Function to count negatives in a row
def count_negatives(row):
    return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)

diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)

diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)


html_table = diff_mw.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg col_diff_0 col_diff_1 col_diff_2 col_diff_3 col_diff_4 col_diff_5 col_diff_6 col_diff_7 col_diff_8 col_diff_9 col_diff_10 col_diff_11 col_diff_12 col_diff_13 col_diff_14 col_diff_15 col_diff_16 col_diff_17 col_diff_18 col_diff_19 col_diff_20 col_diff_21 col_diff_22 col_diff_23 col_diff_24 col_diff_25 col_diff_26 col_diff_27 col_diff_28 col_diff_29 col_diff_30 col_diff_31 col_diff_32 negative_count
60 372 8 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.44 -7.14 -5.28 -7.09 -6.24 -7.48 -6.97 -8.00 -6.94 -6.92 -5.82 -7.67 -4.22 -8.07 -8.02 3.26 -7.41 -7.93 -7.56 -6.90 -7.81 -8.30 -8.09 -7.10 -8.86 24
523 372 8 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.99 -5.60 -6.54 -6.35 -6.50 1.30 1.05 -2.21 -6.50 -1.32 -5.82 -6.10 2.50 -6.53 -5.21 -0.39 -4.15 -4.90 -0.29 -7.65 -6.56 -9.40 -7.59 -7.03 -7.27 22
462 372 8 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.85 -6.01 -7.22 -6.80 -5.97 -5.33 -0.14 -6.06 -7.22 -2.55 -5.07 -5.47 -0.57 -1.09 -4.40 1.40 -0.16 -8.06 -5.14 -6.77 -6.82 3.62 -6.86 -6.94 -9.39 22
123 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.23 -6.90 -6.00 -6.78 -6.96 -5.77 -6.11 -7.73 2.72 -7.57 -8.30 -8.69 -4.57 -6.94 -7.08 1.31 -7.19 3.10 -7.75 -7.18 -7.18 -7.96 -7.93 -8.34 -8.65 22
181 372 8 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.99 1.19 -5.54 -6.29 -6.34 -6.21 -6.81 -5.95 -7.25 -5.43 -8.09 -7.30 -6.54 -7.01 -5.41 2.08 -6.64 -6.76 -6.23 -7.17 -7.57 -7.10 -7.38 -8.81 -8.77 22
602 372 8 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.24 -6.64 -6.63 -6.69 -6.80 -6.30 1.12 -7.49 -1.78 -7.07 -0.25 0.58 2.01 -6.29 -6.21 1.00 -6.37 -6.18 -5.99 -6.82 -6.71 -9.18 -7.19 -5.68 -6.77 21
61 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.72 -7.11 -7.66 -4.65 -6.39 -7.48 1.77 -8.08 -7.15 -6.65 2.01 -5.89 1.92 -7.26 -6.74 -8.39 -7.07 -7.11 -8.03 -7.51 -9.40 -8.77 -8.26 -7.42 -8.09 21
640 372 8 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.56 -7.08 -0.99 -6.51 -6.64 2.72 1.53 -1.51 -6.49 -6.52 0.13 -5.99 -5.78 -0.02 -5.49 -1.48 -4.85 -5.40 -5.79 -6.27 -5.50 3.03 -8.24 -7.92 -7.99 21
363 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.15 -6.57 -6.33 -6.39 -6.87 -6.51 -1.05 -6.96 0.35 -7.21 1.76 -6.96 -0.31 1.48 -5.81 2.16 -5.80 -5.66 -6.07 -5.89 -6.86 -8.25 -7.26 -7.44 -8.37 21
200 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.97 1.37 -6.54 -6.48 -7.48 -7.29 -7.35 -7.23 -6.61 -7.72 -6.77 -7.32 1.57 -6.77 -7.12 2.62 -7.22 -7.41 -6.91 -8.52 -9.03 -8.41 -7.16 -7.89 -9.24 21
620 372 8 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.53 -7.28 -1.23 -6.85 -5.81 -6.40 -0.31 -7.25 -6.30 0.40 0.97 -5.79 -0.44 -0.63 -5.46 -6.23 -6.52 1.22 0.28 -6.64 -8.09 -6.45 -8.35 -0.19 -7.45 21
423 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.47 -7.15 0.73 -6.98 -6.99 -6.62 1.37 -5.50 -0.27 -7.09 -6.75 -0.14 1.89 -6.28 -5.54 -7.33 -5.49 0.24 -6.93 -7.68 -7.87 -8.35 -6.49 -6.91 -7.34 20
702 372 8 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.03 -5.37 -6.75 -5.54 -6.67 -0.35 0.41 -0.57 -5.93 -1.43 0.39 -4.81 1.78 -4.05 -5.92 1.03 -4.13 -1.49 1.27 -7.68 -7.54 -6.86 -7.34 -8.52 -6.69 20
641 372 8 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.07 -6.31 -6.27 -6.56 -6.84 0.55 -0.51 -5.66 -2.00 -6.12 2.12 -5.01 -0.62 -1.06 -4.94 -5.74 -5.44 1.80 1.47 -6.22 -10.02 2.43 -7.53 -5.72 -7.17 20
500 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -8.16 -6.91 -7.07 -5.83 -6.33 -6.84 -0.80 -7.45 -1.12 -6.47 1.00 1.00 1.88 1.59 -6.41 -0.28 -6.07 -5.92 -6.89 -6.64 -8.56 1.21 -9.43 -7.57 -7.60 20
540 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.67 0.75 -6.59 -6.02 -0.03 -6.44 1.01 -5.57 -1.13 -1.55 -7.00 -7.16 -1.80 -5.46 -6.01 3.02 1.49 -6.47 1.41 -6.70 -7.92 -6.69 -7.54 -7.83 -7.29 20
143 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.35 -6.44 -6.31 -6.75 -5.76 6.10 -6.93 -7.30 -6.75 -6.53 1.29 -6.32 -7.20 -6.85 -6.50 -6.92 -6.56 1.95 2.59 -6.79 -7.65 -7.65 -7.97 -6.27 -8.05 20
283 372 8 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -4.99 -5.51 -6.44 -6.58 2.14 -6.33 1.11 -7.32 -7.31 -5.30 1.15 -7.24 1.28 -6.25 -7.37 -7.60 -6.59 -5.88 1.15 -7.39 -8.07 -8.00 -6.96 -6.21 -8.85 20
323 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.01 -7.74 -7.18 -5.82 -5.93 -7.42 1.53 -7.52 1.46 2.64 -5.79 -6.71 1.77 2.19 -7.00 1.75 -1.23 -6.30 -7.29 -7.23 -8.34 -7.02 -8.59 -6.35 -7.20 19
343 372 8 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.94 -7.50 -5.35 -7.88 1.26 -6.04 2.98 -6.76 -6.45 -7.28 2.26 3.05 -6.20 -6.46 -7.79 -5.77 2.37 -8.24 -0.58 -7.10 -7.26 -6.82 -8.01 -8.39 -8.73 19
542 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.55 -6.61 -6.12 -7.00 -6.31 0.45 1.32 -6.44 -6.06 -6.94 -6.05 -6.82 2.05 -6.33 -5.32 2.38 -5.83 -6.51 -7.07 -7.64 -7.78 4.00 -7.93 -7.73 -6.93 19
342 372 8 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.49 -6.28 -5.87 -5.35 -4.85 1.13 1.56 -6.71 2.79 -0.45 1.41 -6.69 2.48 -6.65 -7.43 -7.17 -6.74 -6.49 -6.87 -6.76 -7.53 -7.78 -7.21 -7.73 -7.04 19
341 372 8 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.49 -6.24 0.74 -5.31 1.24 -6.22 1.05 -6.10 -6.55 -6.25 -5.93 -6.71 0.96 1.74 -6.89 -6.30 -5.86 -7.06 -6.82 -7.09 -8.00 -7.23 -7.77 -8.06 -8.34 19
663 372 8 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.93 0.50 -0.48 -6.65 -7.66 1.68 -6.45 -5.76 -1.42 -7.98 1.51 -0.38 1.66 1.99 -4.93 0.39 -6.25 -5.43 -6.06 -6.57 -5.91 -7.40 -7.25 -7.12 -7.28 19
223 372 8 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.69 -6.08 -6.20 -6.72 -5.98 -5.85 2.19 2.12 -6.96 -0.72 -7.85 -5.57 1.89 -6.55 -7.31 -6.31 -6.47 0.61 0.90 -7.38 -6.53 -6.85 -7.30 -9.23 -7.05 19
502 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.72 -6.86 -0.72 -6.62 -6.81 -5.79 -0.13 -5.31 -7.55 -6.97 -6.34 -5.35 0.58 -5.20 -4.92 2.00 -5.25 1.69 0.22 -6.37 -6.99 1.92 -6.89 -6.96 -7.61 19
21 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.92 -6.88 -5.94 -6.35 -5.87 -7.21 2.59 -6.14 1.87 -6.78 0.86 -5.66 2.42 -7.33 -7.07 1.50 -7.66 -6.30 0.63 -8.46 -7.49 -8.66 -6.04 -6.84 -7.34 19
201 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.90 -6.47 -6.51 -5.92 -4.60 -6.16 0.36 2.17 -7.28 -7.26 2.34 -5.02 0.24 -7.08 -4.79 1.90 -6.59 -7.56 -7.25 -7.49 -6.76 -8.21 -9.03 -7.50 -9.06 19
203 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.71 -5.47 -5.90 -6.58 -6.56 0.51 0.80 -7.04 -5.18 -6.01 -6.91 2.45 1.77 -5.04 -6.05 -5.72 -6.32 3.94 -6.93 -5.45 -7.25 -6.79 -7.24 -6.97 -8.89 19
380 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.84 1.90 -7.29 -6.68 -5.83 -5.58 -1.18 -5.98 -5.23 -1.34 -5.38 -5.40 1.96 -5.52 -3.76 -1.35 1.38 -7.36 1.78 -6.89 -7.48 -7.12 -7.38 2.92 -7.00 19
261 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.55 1.67 -6.48 -6.39 -6.25 -6.23 -6.72 -7.13 2.60 -6.21 -7.00 -7.31 1.18 -6.27 -8.67 1.38 -7.07 0.40 -7.75 -6.66 -6.57 -6.33 -7.70 -7.92 -7.86 19
262 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.89 -7.09 1.72 -7.00 -6.16 -7.86 2.41 -7.68 5.31 -6.54 -6.82 -6.78 0.76 -6.34 -5.86 5.37 -6.41 -7.50 -6.57 -7.50 -6.74 -7.49 -7.06 -6.82 -9.20 19
81 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.72 -7.10 1.26 -5.63 -5.82 -7.33 1.62 -7.24 -7.66 1.97 3.04 -7.59 3.01 -7.01 -8.22 2.87 -6.87 2.35 -7.23 -7.95 -7.77 -7.60 -6.60 -8.68 -7.23 18
80 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.63 -5.58 -6.66 -7.30 1.76 -7.66 0.78 -8.36 6.51 -7.60 4.25 -6.15 1.98 -7.95 6.51 -0.66 -7.87 -8.24 -7.17 -7.32 -6.94 -7.38 -7.50 -7.99 -7.94 18
121 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.61 -6.11 -6.13 -7.10 6.51 3.18 2.60 -7.50 -7.43 1.73 -7.19 -6.49 3.13 -6.13 -6.49 -8.48 -7.71 -8.50 0.94 -8.05 -8.08 -6.74 -7.97 -7.03 -7.02 18
120 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.94 -8.64 -6.35 -7.03 2.47 6.51 -6.71 -7.49 5.13 -6.81 1.92 -7.95 2.36 -7.19 -7.09 2.36 -8.04 -6.53 2.48 -7.10 -7.36 -7.93 -8.00 -7.26 -9.51 18
260 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.50 0.42 -5.49 -7.04 -6.79 -7.35 1.98 -6.34 -7.27 -6.88 1.39 -2.97 1.22 3.46 -7.59 2.47 -7.16 -6.86 -6.01 6.51 -9.14 -7.62 -8.96 -6.86 -8.04 18
23 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.28 -6.14 1.20 -6.05 -6.70 1.38 3.13 -6.85 2.30 -7.48 1.58 -5.36 1.98 -7.01 -8.06 0.84 -6.32 -7.60 -8.23 -7.93 -8.34 -6.88 -7.49 -7.54 -7.57 18
22 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.84 -5.09 -6.34 -6.92 1.34 -6.21 2.92 -6.70 6.51 -7.02 -6.28 -5.56 1.54 -6.71 -8.50 2.70 -7.11 1.46 -7.56 -7.56 -7.27 -7.03 -8.20 -6.50 -7.47 18
321 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.85 -6.66 -6.51 -5.79 -6.39 1.77 2.87 -8.41 -6.70 -6.46 -6.46 -7.04 1.49 -6.28 1.36 -7.00 -5.73 1.59 1.72 -7.74 -8.40 -7.78 -9.14 -8.08 -7.51 18
301 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.15 -6.72 -5.96 -8.03 0.66 -7.76 1.66 -8.87 3.31 -7.46 1.52 -7.14 3.10 -7.59 -7.26 2.17 -8.28 -7.89 3.67 -6.92 -7.83 -7.08 -8.31 -8.41 -8.12 18
161 372 8 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.43 -6.38 -6.79 -7.23 -6.37 -6.34 0.77 -7.29 1.93 -6.42 -6.24 2.48 1.84 -7.91 -5.71 2.47 -6.75 1.90 -6.56 -7.20 -7.31 -7.68 -8.49 -7.57 -5.60 18
581 372 8 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.61 -6.54 -6.56 2.12 -6.49 -6.09 -0.26 -6.30 -5.89 -6.37 2.04 0.28 2.60 -5.98 -5.72 1.77 -1.18 -1.29 -5.85 -6.82 -7.11 2.56 -7.53 -6.92 -7.75 18
420 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.13 -6.46 -7.74 -6.40 -6.67 1.12 -2.18 -5.65 1.38 -8.11 1.58 -6.23 1.34 -6.64 -5.21 1.83 -6.31 2.39 0.41 -6.53 -7.85 -8.34 -7.24 -7.73 -8.22 18
362 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.94 -6.10 -7.39 -6.05 -7.42 0.68 -0.58 -7.02 2.67 -7.11 0.96 -6.32 3.33 -6.81 -5.48 -0.52 -6.72 1.22 -6.10 -9.02 -7.09 3.88 -7.36 -6.79 -8.68 18
441 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.27 -5.83 0.82 -0.37 -6.73 -6.16 -5.45 -5.22 -6.91 -0.57 -6.09 -6.07 1.98 0.09 -4.72 0.39 4.14 0.32 -5.82 -5.73 -6.94 3.70 -7.31 -7.05 -7.21 18
442 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.04 -6.53 -6.16 -5.51 1.94 -5.72 -0.09 -5.33 -7.02 -0.49 1.68 0.17 -1.14 1.64 -5.59 1.73 -5.99 1.14 -5.65 -7.52 -6.50 -0.26 -7.92 -6.34 -8.43 18
422 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.29 -6.97 -7.64 -6.27 -6.80 1.49 -0.87 -5.94 1.55 -7.48 -7.01 1.05 1.95 1.91 -6.12 3.01 -6.58 -7.44 -6.95 -7.83 -7.89 -6.83 -7.96 -7.53 -7.94 18
562 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -5.53 -7.04 -6.74 -6.20 -6.55 1.54 -0.92 -6.00 0.04 -8.20 1.09 -5.57 -0.75 1.57 -5.66 -6.88 -5.95 2.46 2.39 -6.79 -8.32 2.66 -7.51 -7.20 -7.52 18
701 372 8 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.51 -5.98 -7.15 -6.78 -5.33 -5.60 -0.99 -2.60 0.85 -7.09 0.11 -5.46 1.33 -0.24 -5.29 1.36 -4.78 1.78 0.80 -5.53 -7.01 -8.20 -5.22 -7.34 -6.97 18
703 372 8 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -0.37 -6.17 -7.15 -6.35 0.07 -6.37 -1.26 0.56 -2.72 -0.97 -5.39 0.42 1.85 -4.55 -5.87 2.54 -6.64 1.92 1.40 -7.19 -6.69 -7.11 -7.57 -8.06 -7.62 18
600 372 8 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.66 -6.33 -0.52 -6.59 -5.95 -7.20 0.57 -6.22 -6.97 -1.71 1.27 0.67 2.54 -6.02 -6.77 2.73 -6.35 -7.38 1.77 -9.04 -7.85 -7.82 -7.89 -7.11 -7.70 18
603 372 8 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.50 -0.25 0.89 -5.82 -7.23 1.31 2.62 -6.62 -7.24 -1.21 0.48 -8.15 2.40 1.17 -5.77 -6.75 -5.21 -5.30 0.71 -9.29 -9.24 -8.45 -6.63 -7.26 -7.49 17
282 372 8 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.04 -5.10 -5.94 2.35 -6.22 -6.63 2.25 -6.98 -6.34 2.25 2.97 -6.69 1.73 -7.14 -6.38 -5.38 -6.52 2.88 1.22 -7.30 -7.99 -8.34 -6.02 -6.85 -8.14 17
360 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.27 -7.37 1.20 -6.40 -7.77 0.50 0.92 -7.25 0.66 -6.76 -7.03 -6.12 -7.26 -6.87 -5.42 -6.22 0.65 -5.66 0.55 -8.33 -7.56 1.54 -7.75 -6.95 -7.09 17
221 372 8 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.93 -5.00 -6.40 -5.90 0.20 -7.47 0.56 -7.37 0.94 -7.24 2.03 3.01 1.75 -5.35 -5.53 1.66 -7.56 -7.13 -7.20 -7.46 -7.51 -6.43 -8.02 -7.02 -7.95 17
361 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.55 -6.88 -6.54 -1.10 -7.04 0.93 1.37 -7.06 -6.49 -6.51 0.66 2.21 2.16 -6.90 -5.37 1.66 -5.47 -6.76 -6.81 -7.59 -8.86 2.66 -7.90 -8.39 -6.75 17
42 372 8 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.53 2.42 -6.05 -5.47 -1.19 -7.07 0.53 -6.86 2.88 -7.07 1.54 -6.08 1.34 5.34 -6.08 -7.54 -7.72 -6.46 -7.23 -9.92 -8.47 3.23 -7.32 -6.62 -8.26 17
43 372 8 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.31 -7.07 1.56 -6.12 0.65 1.35 -5.68 -7.79 -6.75 1.54 -5.61 -6.44 1.21 -7.16 -6.23 -7.02 -6.35 1.62 0.82 -6.50 -6.90 -6.23 -7.14 -5.95 -6.20 17
340 372 8 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.05 -6.70 0.98 -6.70 -5.59 -5.08 1.70 -7.32 -8.04 -7.29 2.68 -6.32 1.45 -6.09 -6.07 1.37 -6.81 1.21 0.37 -6.71 -8.04 -8.23 -8.27 -6.57 -7.37 17
421 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.60 -5.65 -7.32 -6.53 -6.00 0.43 -0.85 -6.34 -1.82 -7.38 0.67 -5.63 -7.21 -5.18 -6.30 0.83 1.07 0.83 2.07 -8.33 -6.38 3.90 -8.08 -7.16 -9.79 17
302 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.08 -7.63 2.26 -6.82 -5.95 2.05 2.21 2.70 -7.62 2.86 -8.03 -6.48 2.99 -7.12 -7.24 0.36 -6.90 -7.76 -8.30 -7.52 -8.72 -7.40 -7.64 -9.37 -8.71 17
623 372 8 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.56 -2.55 1.09 -5.61 -6.59 -6.62 0.63 -5.28 -5.75 -6.18 -5.48 -5.44 0.59 -6.31 -4.66 0.79 3.87 -0.82 -5.12 -7.52 -8.22 2.88 -6.88 2.43 -9.72 17
503 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.14 -6.06 -6.82 -7.04 -6.51 0.92 -1.27 -6.05 -6.09 -0.78 0.87 1.88 4.07 -0.13 -7.86 -1.25 1.73 -1.16 -6.01 -6.88 -8.15 3.58 0.38 -7.04 -8.12 17
440 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.85 -0.49 -0.39 0.21 -6.50 1.36 -1.06 -7.62 -7.22 -5.63 -5.34 0.31 -0.53 -8.25 -5.42 1.46 1.31 -5.97 -7.60 4.27 -7.52 -7.73 -7.46 -8.69 3.52 17
20 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.23 -5.97 2.88 -6.93 0.73 -5.89 1.97 -6.56 3.14 -7.63 2.71 -0.32 4.68 2.66 -7.45 -7.55 -6.69 2.04 -5.30 -8.03 -8.84 -7.05 -7.56 -8.46 -7.96 16
280 372 8 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.97 -0.06 1.05 -7.23 0.51 3.12 2.25 2.05 -7.13 4.11 -6.15 -5.46 0.42 -6.89 -7.44 0.28 -6.94 -7.59 -6.60 -7.37 -8.22 -7.44 -7.86 -7.54 -8.34 16
160 372 8 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.49 -5.53 -7.55 -5.53 -5.49 -5.37 1.73 -7.57 -0.60 5.38 2.30 -6.01 2.17 2.81 -7.56 2.24 -8.78 2.07 0.74 -6.31 -6.79 -7.09 -7.95 -7.46 -7.00 16
460 372 8 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.10 -6.37 -0.06 -6.24 -6.53 1.32 1.40 -2.84 0.84 -7.59 0.33 0.57 0.85 -6.06 -6.25 2.01 -0.99 -0.78 0.09 -6.52 -7.32 -6.66 -7.17 -7.33 -8.50 16
40 372 8 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.36 -6.92 1.91 -5.67 1.42 1.82 1.51 -5.48 1.71 -6.05 2.12 -5.69 3.21 -5.50 -6.35 1.75 -7.39 -5.09 -7.04 -7.27 -7.85 -5.67 -7.37 -7.88 -7.47 16
0 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -6.32 1.79 0.38 2.06 -6.98 -6.03 -5.93 -7.18 -8.19 0.97 2.72 6.51 1.92 -7.36 1.31 -6.45 -6.54 -8.25 1.00 -8.41 -7.06 -8.36 -8.20 -8.15 -7.87 16
601 372 8 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.00 -1.49 -6.34 -7.06 1.04 1.12 1.50 -7.75 -5.99 -7.64 2.03 -0.30 1.52 -8.70 -4.79 1.72 -0.80 0.16 -6.40 -8.95 -7.23 4.04 -7.37 -6.84 -7.96 16
501 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.96 -0.84 -7.06 -6.81 -6.34 0.28 -5.72 -6.48 -2.62 -7.28 -5.23 1.54 1.10 -6.27 -5.23 2.54 1.11 1.55 0.64 -7.69 -8.12 1.84 -7.43 -6.55 -7.27 16
281 372 8 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.51 -7.09 1.45 1.92 -7.51 1.04 -7.02 -6.54 1.35 -6.54 -5.99 2.15 -7.66 -7.52 -7.23 4.23 -7.01 0.55 2.84 -6.82 -6.55 -7.66 -8.60 -6.65 -7.36 16
682 372 8 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.35 -6.65 0.57 -5.42 1.51 1.84 -0.04 -6.21 -0.72 3.07 1.53 -5.18 -1.03 -5.90 -4.98 1.95 0.21 -7.79 -6.32 -7.74 -7.44 3.26 -8.37 -6.97 -6.63 16
142 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.21 -6.87 1.53 -6.28 -5.97 -6.39 2.37 -6.87 -8.06 -7.39 1.39 0.20 2.69 1.47 -6.47 2.38 -7.41 -7.16 1.49 -8.48 -7.61 -7.18 -7.94 -8.00 -7.51 16
183 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.51 -5.83 1.58 -6.00 -6.54 -6.90 2.76 -7.42 -7.56 2.55 1.88 3.10 1.37 -8.34 -5.17 3.32 -7.17 1.89 -7.51 -8.09 -6.26 -6.93 -8.13 -8.05 -7.26 16
180 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.72 -6.79 -6.61 1.80 -5.83 4.39 0.97 -7.56 -6.69 2.81 2.25 -5.01 3.36 -7.07 -7.79 -7.46 3.64 4.64 -7.05 -8.22 -8.60 -8.86 -8.56 -8.00 -8.29 16
560 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.87 -6.60 -7.11 -0.19 1.13 0.84 1.64 -6.37 -6.89 -6.21 1.73 2.77 2.65 -5.70 -5.49 -5.90 -6.75 0.96 2.84 -6.03 -7.73 3.33 -7.40 -6.96 -7.94 15
661 372 8 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 -7.20 -6.77 0.72 -6.25 0.34 1.17 0.42 -6.72 2.22 -8.36 -6.51 0.96 -1.48 -5.36 -4.77 0.48 -5.47 0.33 1.46 -7.92 -9.02 4.42 -8.32 -7.07 -7.84 15
681 372 8 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.36 -7.35 0.46 -6.54 -8.20 1.90 1.04 -1.08 1.93 -5.47 -6.56 3.32 2.22 -5.80 -5.50 -5.93 -5.59 0.87 -0.54 -5.93 -7.12 2.13 -8.72 -6.86 3.08 15
263 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.81 -6.34 0.75 -6.57 -5.57 -7.62 4.15 -7.64 0.77 -6.26 1.67 -7.11 1.02 3.79 -5.55 2.10 -7.90 1.41 2.14 -7.12 -7.37 -6.43 -7.58 -7.89 -5.91 15
202 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.79 1.92 1.97 -6.25 -6.76 2.04 2.48 -7.35 3.47 -6.95 0.19 -6.74 1.71 -8.11 -5.42 2.51 -7.44 -6.64 3.12 -6.51 -7.50 3.85 -7.59 -7.44 -7.77 14
222 372 8 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 0 0 -0.0 0 -0.0 0 -0.0 -0.0 2.77 -6.49 2.66 -5.56 -6.71 -6.75 6.96 -7.70 3.22 0.60 1.81 0.36 1.06 -6.51 -5.58 3.00 -6.04 2.93 1.83 -5.75 -7.92 -6.65 -8.27 -7.15 -8.07 14
141 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 6.51 5.82 -6.80 -6.14 -5.58 2.55 1.61 -7.13 -7.41 1.30 1.73 -6.91 1.79 -7.46 6.51 2.82 6.51 5.70 -8.45 -7.44 -7.71 -8.57 -7.67 -7.20 -7.23 14
41 372 8 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 1.71 1.20 -5.94 6.51 0.82 -7.10 1.05 -6.84 0.78 1.20 0.43 -5.82 2.50 -7.38 -5.34 2.71 -7.25 -7.36 1.58 -7.56 -7.33 -6.63 -7.75 -7.90 -6.25 14
561 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 0 0 -0.0 0 -0.0 0 -0.0 -0.0 0.07 0.27 0.67 -7.18 -6.28 0.39 1.39 -6.42 -6.16 -6.18 1.36 -6.39 2.30 0.81 -4.85 1.63 -7.14 0.52 1.22 -8.88 -7.50 2.82 -7.13 -8.27 -7.32 13 
Are the keys of the valid and test dfs same?:  False

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_13 71.947126 5.186445
mAP_valid_abs_values_7 71.177931 4.296772
mAP_valid_abs_values_16 70.422299 5.557809
mAP_valid_abs_values 69.798736 5.131842
mAP_valid_abs_values_11 69.195172 5.592396
mAP_valid_abs_values_19 68.053218 5.578134
mAP_valid_abs_values_18 67.997126 5.635620
mAP_valid_abs_values_9 67.576782 5.622167
mAP_valid_abs_values_10 67.161379 4.471424
mAP_valid_abs_values_6 66.977816 5.817660
mAP_valid_abs_values_3 66.605517 3.906159
mAP_valid_abs_values_2 66.469655 3.221679
mAP_valid_abs_values_23 66.133448 5.272173
mAP_valid_abs_values_5 65.992184 4.294487
mAP_valid_abs_values_12 65.838391 5.267415
mAP_valid_abs_values_14 65.263103 6.008543
mAP_valid_abs_values_4 65.246322 3.460708
mAP_valid_abs_values_17 65.157586 5.102249
mAP_valid_abs_values_8 65.094138 3.111804
mAP_valid_abs_values_25 64.473103 2.812747
mAP_valid_abs_values_24 64.311494 2.727370
mAP_valid_abs_values_26 63.994713 3.557954
mAP_valid_abs_values_21 63.889195 4.442727
mAP_valid_abs_values_22 63.861149 3.400463
mAP_valid_abs_values_15 63.801954 3.782076


We then apply the hyperparameters to the test set and average the results.

Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_13 71.662644 8.318083
mAP_test_abs_values_7 70.733017 7.484221
mAP_test_abs_values_16 68.648621 9.558251
mAP_test_abs_values 68.530489 7.619439
mAP_test_abs_values_11 66.463247 9.389005
mAP_test_abs_values_18 65.119684 9.277762
mAP_test_abs_values_9 64.179741 8.387910
mAP_test_abs_values_19 64.043247 9.170026
mAP_test_abs_values_6 63.886178 8.737915
mAP_test_abs_values_3 62.387644 6.988418
average_map 61.992197 1.659209
mAP_test_abs_values_10 61.628736 7.224421
mAP_test_abs_values_5 61.485230 6.431990
mAP_test_abs_values_12 61.327960 7.540531
mAP_test_abs_values_2 60.970891 5.865322
mAP_test_abs_values_23 60.555517 9.703646
mAP_test_abs_values_14 60.328879 9.012570
mAP_test_abs_values_4 59.651925 4.451085
mAP_test_abs_values_17 58.846609 6.891384
mAP_test_abs_values_8 58.435632 4.855600
mAP_test_abs_values_15 57.844598 2.549015
mAP_test_abs_values_25 56.853736 3.665993
mAP_test_abs_values_24 56.817385 2.754402
mAP_test_abs_values_21 56.675000 4.756467
mAP_test_abs_values_26 56.620575 4.058152
mAP_test_abs_values_22 56.107730 3.848989


Summary using radar plot

Code 
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test1['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid1['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "T-Test",
        'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range1.min()), round(data_range1.max()) + 1 + 1]
    )),
  showlegend=True
)

fig.show()

##############


res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)



res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")

data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))

categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(res_test2['mean']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(res_valid2['mean']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "MU-Test",
         'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range2.min()), round(data_range2.max()) + 1]
    )),
  showlegend=True
)

fig.show()




Comparisons of bit size results

T-test curves

MU-test curves